{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "import time\n",
    "plt.rc('font', family=\"Microsoft YaHei\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>书名</th>\n",
       "      <th>作者</th>\n",
       "      <th>出版社</th>\n",
       "      <th>原出版社</th>\n",
       "      <th>译者</th>\n",
       "      <th>出版时间</th>\n",
       "      <th>总页数</th>\n",
       "      <th>价格</th>\n",
       "      <th>装帧</th>\n",
       "      <th>series</th>\n",
       "      <th>isbn</th>\n",
       "      <th>评分</th>\n",
       "      <th>评论数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000064</td>\n",
       "      <td>炒股必知必读</td>\n",
       "      <td>刘超、周晓烨主编</td>\n",
       "      <td>当代世界出版社</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>平装</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.787801e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000093</td>\n",
       "      <td>民族国家与经济政策</td>\n",
       "      <td>韦伯(德)</td>\n",
       "      <td>生活·读书·新知三联书店</td>\n",
       "      <td>NaN</td>\n",
       "      <td>甘阳</td>\n",
       "      <td>1997</td>\n",
       "      <td>141.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>平装</td>\n",
       "      <td>社会与思想丛书</td>\n",
       "      <td>9.787108e+12</td>\n",
       "      <td>9.1</td>\n",
       "      <td>197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000121</td>\n",
       "      <td>昆虫记</td>\n",
       "      <td>[法]\\n            J·H·法布尔</td>\n",
       "      <td>作家出版社</td>\n",
       "      <td>NaN</td>\n",
       "      <td>王光</td>\n",
       "      <td>2004-03</td>\n",
       "      <td>352.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>平装</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.787506e+12</td>\n",
       "      <td>8.6</td>\n",
       "      <td>4796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000280</td>\n",
       "      <td>袁氏当国</td>\n",
       "      <td>[美]\\n            唐德刚</td>\n",
       "      <td>广西师范大学出版社</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004-11</td>\n",
       "      <td>209.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>平装</td>\n",
       "      <td>唐德刚作品集</td>\n",
       "      <td>9.787563e+12</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000323</td>\n",
       "      <td>电视人</td>\n",
       "      <td>[日]\\n            村上春树</td>\n",
       "      <td>上海译文出版社</td>\n",
       "      <td>NaN</td>\n",
       "      <td>林少华</td>\n",
       "      <td>2002-12</td>\n",
       "      <td>134.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>平装</td>\n",
       "      <td>村上春树文集</td>\n",
       "      <td>9.787533e+12</td>\n",
       "      <td>7.7</td>\n",
       "      <td>3641.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id         书名                        作者           出版社 原出版社   译者  \\\n",
       "0  1000064     炒股必知必读                  刘超、周晓烨主编       当代世界出版社  NaN  NaN   \n",
       "1  1000093  民族国家与经济政策                     韦伯(德)  生活·读书·新知三联书店  NaN   甘阳   \n",
       "2  1000121        昆虫记  [法]\\n            J·H·法布尔         作家出版社  NaN   王光   \n",
       "3  1000280       袁氏当国      [美]\\n            唐德刚     广西师范大学出版社  NaN  NaN   \n",
       "4  1000323        电视人     [日]\\n            村上春树       上海译文出版社  NaN  林少华   \n",
       "\n",
       "      出版时间    总页数    价格  装帧   series          isbn   评分     评论数  \n",
       "0  2000-01    NaN  20.0  平装      NaN  9.787801e+12  NaN     NaN  \n",
       "1     1997  141.0   8.5  平装  社会与思想丛书  9.787108e+12  9.1   197.0  \n",
       "2  2004-03  352.0  19.0  平装      NaN  9.787506e+12  8.6  4796.0  \n",
       "3  2004-11  209.0  17.0  平装   唐德刚作品集  9.787563e+12  8.5  6489.0  \n",
       "4  2002-12  134.0  12.0  平装   村上春树文集  9.787533e+12  7.7  3641.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据\n",
    "bookdf = pd.read_excel(\"book.xlsx\")\n",
    "bookdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13486, 14)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bookdf.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id          int64\n",
       "书名         object\n",
       "作者         object\n",
       "出版社        object\n",
       "原出版社       object\n",
       "译者         object\n",
       "出版时间       object\n",
       "总页数       float64\n",
       "价格        float64\n",
       "装帧         object\n",
       "series     object\n",
       "isbn      float64\n",
       "评分        float64\n",
       "评论数       float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据清洗（缺失值和异常值）\n",
    "bookdf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(201, 14)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 价格没有值的，默认设置为0\n",
    "bookdf.价格.fillna(0,inplace=True)\n",
    "bookdf['价格'] = bookdf['价格'].apply(lambda x: x if re.match('^[\\d\\.]+$', str(x)) else 0)\n",
    "bookdf[bookdf['价格']==0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 出版时间没有值的，设置为空\n",
    "bookdf.出版时间.fillna(\"\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1791, 14)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 评论数没有值的，默认设置为0\n",
    "bookdf.评论数.fillna(0,inplace=True)\n",
    "bookdf['评论数'] = bookdf['评论数'].apply(lambda x: x if re.match('^[\\d\\.]+$', str(x).strip()) else 0)\n",
    "bookdf[bookdf['评论数']==0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 评分没有值的数据，默认为0\n",
    "bookdf.评分.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>总页数</th>\n",
       "      <th>价格</th>\n",
       "      <th>isbn</th>\n",
       "      <th>评分</th>\n",
       "      <th>评论数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.348600e+04</td>\n",
       "      <td>12961.000000</td>\n",
       "      <td>13486.000000</td>\n",
       "      <td>1.335000e+04</td>\n",
       "      <td>13486.000000</td>\n",
       "      <td>13486.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.123797e+07</td>\n",
       "      <td>341.262788</td>\n",
       "      <td>55.223989</td>\n",
       "      <td>9.787033e+12</td>\n",
       "      <td>6.932359</td>\n",
       "      <td>1005.023506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.083378e+07</td>\n",
       "      <td>401.503781</td>\n",
       "      <td>148.302715</td>\n",
       "      <td>1.684629e+09</td>\n",
       "      <td>2.820195</td>\n",
       "      <td>6207.708907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000064e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.780002e+12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.970175e+06</td>\n",
       "      <td>221.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>9.787115e+12</td>\n",
       "      <td>7.100000</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.893402e+06</td>\n",
       "      <td>282.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>9.787506e+12</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>117.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.584722e+07</td>\n",
       "      <td>380.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>9.787540e+12</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>494.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.017717e+07</td>\n",
       "      <td>25441.000000</td>\n",
       "      <td>12000.000000</td>\n",
       "      <td>9.789900e+12</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>384266.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id           总页数            价格          isbn            评分  \\\n",
       "count  1.348600e+04  12961.000000  13486.000000  1.335000e+04  13486.000000   \n",
       "mean   1.123797e+07    341.262788     55.223989  9.787033e+12      6.932359   \n",
       "std    1.083378e+07    401.503781    148.302715  1.684629e+09      2.820195   \n",
       "min    1.000064e+06      0.000000      0.000000  9.780002e+12      0.000000   \n",
       "25%    1.970175e+06    221.000000     28.000000  9.787115e+12      7.100000   \n",
       "50%    4.893402e+06    282.000000     38.000000  9.787506e+12      7.900000   \n",
       "75%    2.584722e+07    380.000000     55.000000  9.787540e+12      8.500000   \n",
       "max    3.017717e+07  25441.000000  12000.000000  9.789900e+12     10.000000   \n",
       "\n",
       "                 评论数  \n",
       "count   13486.000000  \n",
       "mean     1005.023506  \n",
       "std      6207.708907  \n",
       "min         0.000000  \n",
       "25%        30.000000  \n",
       "50%       117.000000  \n",
       "75%       494.000000  \n",
       "max    384266.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bookdf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从字符串中提取年份\n",
    "def get_year(desc):\n",
    "    year=''\n",
    "    if isinstance(desc,int) and desc>9999:# 时间戳格式\n",
    "        local_time = time.localtime(desc)\n",
    "        desc=time.strftime(\"%Y\",local_time)\n",
    "    desc=str(desc).strip()\n",
    "    yearlist = re.search(r'\\d{4}',desc)\n",
    "    if yearlist:\n",
    "        year = yearlist[0]\n",
    "    return year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>书名</th>\n",
       "      <th>作者</th>\n",
       "      <th>出版社</th>\n",
       "      <th>原出版社</th>\n",
       "      <th>译者</th>\n",
       "      <th>出版时间</th>\n",
       "      <th>总页数</th>\n",
       "      <th>价格</th>\n",
       "      <th>装帧</th>\n",
       "      <th>series</th>\n",
       "      <th>isbn</th>\n",
       "      <th>评分</th>\n",
       "      <th>评论数</th>\n",
       "      <th>年份</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000064</td>\n",
       "      <td>炒股必知必读</td>\n",
       "      <td>刘超、周晓烨主编</td>\n",
       "      <td>当代世界出版社</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>平装</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.787801e+12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000093</td>\n",
       "      <td>民族国家与经济政策</td>\n",
       "      <td>韦伯(德)</td>\n",
       "      <td>生活·读书·新知三联书店</td>\n",
       "      <td>NaN</td>\n",
       "      <td>甘阳</td>\n",
       "      <td>1997</td>\n",
       "      <td>141.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>平装</td>\n",
       "      <td>社会与思想丛书</td>\n",
       "      <td>9.787108e+12</td>\n",
       "      <td>9.1</td>\n",
       "      <td>197.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id         书名        作者           出版社 原出版社   译者     出版时间    总页数    价格  \\\n",
       "0  1000064     炒股必知必读  刘超、周晓烨主编       当代世界出版社  NaN  NaN  2000-01    NaN  20.0   \n",
       "1  1000093  民族国家与经济政策     韦伯(德)  生活·读书·新知三联书店  NaN   甘阳     1997  141.0   8.5   \n",
       "\n",
       "   装帧   series          isbn   评分    评论数    年份  \n",
       "0  平装      NaN  9.787801e+12  0.0    0.0  2000  \n",
       "1  平装  社会与思想丛书  9.787108e+12  9.1  197.0  1997  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 增加年份列\n",
    "bookdf[\"年份\"] = bookdf[\"出版时间\"].apply(get_year)\n",
    "bookdf.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "年份\n",
       "        122\n",
       "1900      6\n",
       "1905      1\n",
       "1952      1\n",
       "1953      1\n",
       "Name: 书名, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分析年份与数量的关系\n",
    "year_groups=bookdf.groupby([\"年份\"])\n",
    "ydata = year_groups[\"书名\"].count()\n",
    "ydata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "年份\n",
       "2014     814\n",
       "2015     921\n",
       "2016    1001\n",
       "2017     808\n",
       "2018      12\n",
       "Name: 书名, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ydata.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.xticks(rotation=60)\n",
    "plt.plot(ydata.index,ydata.values)\n",
    "plt.show()\n",
    "# 结论：随着年份的增加，图书数量也在增加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "年份\n",
       "        5.327869\n",
       "1900    2.383333\n",
       "1905    8.300000\n",
       "1952    9.000000\n",
       "1953    8.200000\n",
       "Name: 评分, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 年份与评分关系\n",
    "scoredata = year_groups[\"评分\"].mean()\n",
    "scoredata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.xticks(rotation=60)\n",
    "plt.plot(scoredata.index,scoredata.values)\n",
    "# 均值\n",
    "mean = scoredata.values.mean()\n",
    "plt.plot(scoredata.index,[mean] * scoredata.shape[0])\n",
    "plt.show()\n",
    "# 结论：随着年份的变化，每年的评分趋近相似。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析书的价格范围\n",
    "x_list=[]\n",
    "y_list=[]\n",
    "for i in range(10):\n",
    "    m1=10 * i\n",
    "    m2=10 * (i+1)\n",
    "    xstr=str(m1)+\"-\"+ str(m2)\n",
    "    x_list.append(xstr)\n",
    "    num = len(bookdf[(bookdf[\"价格\"] >=m1) & (bookdf[\"价格\"]<m2)])\n",
    "    y_list.append(num)\n",
    "x_list.append(\">100\")\n",
    "num = len(bookdf[bookdf[\"价格\"] >100])\n",
    "y_list.append(num)\n",
    "\n",
    "plt.bar(x_list,y_list)\n",
    "plt.xlabel('图书价格')\n",
    "plt.ylabel('数量')\n",
    "plt.show()\n",
    "# 结论：图书价格集中在30-40之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 出版书籍最多的20家\n",
    "print_list = bookdf.出版社.value_counts(ascending=False) # 每个出版社图书数量，降序\n",
    "print_list = print_list.iloc[0:21] # 出版数量最多的前20个出版社\n",
    "\n",
    "xticks_list = print_list.index\n",
    "x_list = range(len(xticks_list))\n",
    "y_list = print_list.values\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.bar(x_list,y_list)\n",
    "plt.xticks(x_list,xticks_list,rotation=90)\n",
    "plt.subplots_adjust(bottom=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "出版社\n",
       "Minedition             10.0\n",
       "台湾民生报,作家出版社联合出版        10.0\n",
       "McGraw-Hill Medical     9.9\n",
       "Wiley-Interscience      9.8\n",
       "杜弗书店                    9.8\n",
       "Name: 评分, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图书评分比较高的出版社\n",
    "pgroups = bookdf.groupby([\"出版社\"])\n",
    "score_p = pgroups[\"评分\"].mean()\n",
    "score_p.sort_values(ascending=False,inplace=True)\n",
    "score_p.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JkqSOGKRJkiRJUkcM0iRJkiSpIwZpkiRJktQRgzRJkiRJ6ohBmiRJkiR1xCBNkiRJkjpikCZJkiRJHTFIkyRJkqSOGKRJkiRJUkcM0iRJkiSpIwZpkiRJktQRgzRJkiRJ6shIQVpEPCsifh0Rl0XE7uNqlCRJkiTNrxaa22+MiKWAdwObA7cAF0bEFzPzqnE1TpIkSZLmN6PMpD0eOCczf5+ZVwJfA7YdT7MkSZIkaf40SpC2BnDF0P9/B6w6WnMkSZIkaf4WmTl33xjxWmDJzDyw/f8dwP9l5hFDz9kT2LP9dz3gktGa250VgT9PuxG3o9e29dou6LdtvbYL+m2b7br7em1br+2CftvWa7ug37bZrruv17b12i7ot229tgv6btvcWiszZ93Zk+Z6TRrwB2Drof/fG/j+8BMy82jg6BGO0bWIOC8zN5l2O25Lr23rtV3Qb9t6bRf02zbbdff12rZe2wX9tq3XdkG/bbNdd1+vbeu1XdBv23ptF/TdtkkbJd3xdODxEbFSRKwCbAmcMZ5mSZIkSdL8aa5n0jLzjxFxAPDd9tD+mXndeJolSZIkSfOnUdIdyczjgOPG0pJ5U8+pnL22rdd2Qb9t67Vd0G/bbNfd12vbem0X9Nu2XtsF/bbNdt19vbat13ZBv23rtV3Qd9smaq4Lh0iSJEmSxm+UNWmSJEnSxERETLsN0jQ4k6Z5VkQsCmRm3jjttkiSJEnj4kya5mV7AM+PiPtMuyEzbTCy6Aijxsn3052b1z9782q752URsWBELDaF487TfbyIWDYi3h0R95p2W6RpmKc/wPOaef2CeWciYs+IeNocj02kQxARCwGLU3v17RkRT46IlSdxrJ4Mnc+loKYRp9icuy0iFmi/OyJiqYhYNSJWn3a75hRlgcG/p92emRARC89r76eZMvweyMwcPld39f0REYtFxCYRsfyk2nkbx1y2HXexiJgF89Y1IyIWbH8v17b7WXXabZpLrwd2i4gNImKRmThgRERm3toCxI9GxDYzcdwxOxxYOTP/Oe2GTFpP95mhgajFp92WO9LTOZsU0x1nQNtH7l+Z+bdpt2VS2ms8CtgrM6+KiIcD38/MmyZ83P8CXgDcB7gYOAe4MDP/Mcnj3kY7onXeNgJWpPpCZ07weP9L3cAuzMwbJnWccYqIRQdtjYj7AR8F/ggsCHwfeE9mXj/FJt6miHgmcFZm/mXabRmniFgJWJ16D2VEfAg4IjMvvovfvwB1D7klIhaZH9KOI+IQYNAx+AfwrsE1bnANuIPvfTCwE/DhzPxNRCyfmddMuL2bAZtRn7P/Av4E/C/w9/Y7v8M29yAilgK+DVwO/Jm6VpyUmddOs113VURsDpwEfAy4CvgNcFFm/mbCx12gBWk7APtT19mLgMMz85JJHnscImJd4POZ+cChxx4NrAp8c5znr7drWURsC3x72vfDiDiM+qz9cJrtuCt6OWfjdo+e2ZmmoVH4RwOfBH4bEUfcg2d7XgN8rQVoGwOHAXtExMIw/lnEwWxMZl6amQcChwIrUSmQz4uIhwxGYSctIhZsHZ6tgWOAhwOHR8Rq42zD0KjyM9pD5wJviYhlhr/eozYC/pWI2LU9tB9wBjD43a0DPGc6rftPEXFMROzR/v0kYOd7WoDWPAbYDtg6IvYB7j0I0O7s8xoRi2fmra1TsxQ1m931qOuo2jn5JPBD4AvABsB3I2JP+PcM2x2N7G4D3NQCtCWAYyNiyQk3+zpgV2B94O9UoDMI0JboOUAbOpfPBr4FvBn4JvAQ4NCI2HFKTbu7DgCeSbV9FrA58IyIeFRErDCJAw7Not0POBh4a/vzO+CYiHhF+9z27F7ApRGxekRsHBGHAx+m7vFnRcT64zhID9eyqJTODdu/XwA8e5rBRlTGy+OBNTLzhxFx3+GvTatdw3o7Z5PSxcm+J8rMW9s/96dmmDYGVgO+FhH7zVTKw0xoo7VbZOaR7aFXUhfTBB4G/3E+xuXWduzHRcRzgOUz82XACdRN8NXULMHEZeYt7Z+vA15BjbD/KDP/D3hwRCw9pkMt0f7ekwpuDqBGZv/Zbsq3QLfB2o3AicBTIuJT1Gfh8BYUXACcDTwtIpbvIIXhf4BtI+JzwEHUeSbauoiImBURa06xfeNyFnAesCnwcuCrgy+0Dt66EfGYOb8pam3NGRHxuvbQ66kA718d/O4mpnXkLqA6updk5nOBfYEnRcTXI+Khtxf0RMSywDOoAQmAlwH/olK2xy4iFo1KbwwqsPw6sApwawvQHgscMoljj0tr5/rAk4FT2mj+p4Djgd8C972j7+9BRDwfuBq4BHgD9fs/FPgb8DgqWFtv3Mcdeh8+ATgtM8+gPu/HA38BtgU+HBEPGvexxyUzf0ydt88Bn6BmUZ+ZmVsDJwNbjHqMaV/Lho5xBfCeNnO1D/CW9vXBPWfFmeoztgGkc4AjgTdExKuBz0bEq9os46DvNZX4ocdzNkkGaRMweBNFxCbALcD3MvOyzHwm1Yl/BbD7FJs4bv8CfhwRT4uIl1Cdvo8Dl1GjUs+LiCMj4oXjOFjMTuN4EHAsNUp8ZER8DPg9sDd1U59oOslwe9o/T6VGSp8LvLE99nLgUWM61A4RcSVwPZUysxXwPmpU/9yIeDr8R9DYjcy8mnpPHEAFZBsCn4qINdp6g88BD2jPnerofmZ+LzOfTQXbKwO7R8RqQ+si3kOlkM3TMvOPmXkqNZjxO+CWiNgrKj0L4N3A/W/j+64HdgFWjYjvATtk5qCTsyhARDy8jeLfo7QR9r2Bj0TEMpn53czcnuo0HhgRD7iN71kWeDo1079mC/AfDXwPeFZEbB8Rq425qdtQA1UvBn5Ffbaexexr0auBL7f2dRlYt3YtDTwSODkiNsvMazPzu8BHqE5kt9pg2V7UveANwOeBhYH7ZuZHqfTHpYADJjirdREVCD4yM2/MzMupQbFTgV9T74nuRMSh7T7/Omo5w3My85DM/FF7yuOoQHck076WDe51mXlEZm5D3VfuDTyiPT645xxB3e8nqp3z64DTqOvDn6iA/inA8sDnI+JZrW3jHni/S3o7Z5NmkDYBQ53Mrag39kFtxmfRzDwjM9ehZprmeRHxKOrDcRCwEBWAXkfdRJehRrueRnVijh/HMYcuDv/d/pwJXEh1Rk6k0jpOHcex7shQcJbt338C3g/8LjOviIidqPfA6SMeZ9CJ+jo1mrgk8JP2c7cA/o9a6/LCiPhc1NYEXWkzfTdm5iVtxvWZ1CjpcRFxHJUee0xmXjPFEbpFhv69CjXYsCl1fj/TApgnUQvZPzmNNo5D1NooImLJiFiRWqv0bOpztCiwYUQcASw+NDs+/P2Rmb9qM9fXAjdGxHERsfFQusk7qOvBPUpm/gvYDfgD8Kp2/sjMo6lrztPhP9LdF6QCsh9RaYdvBL5IzW68l/oMrEXNIj92XO/9zPwKlcFxMXVdei41oDW4Lv0hM09vz+0q5XFwDrJ8PzOXp64PX4+Iz0bErDbA0PuatAOolO6Fgc0z8/1UoLZLROydmb8AfgZsMKnXkplnUzN3u0TEByJiN2r29/PU+2HznrICoixFpWJf1c7TzzLz/Pb1pSPirVTa8KfHcbxpXstiKOslainMMsD2wBMj4vSI2DAinggsk5lfn0QbhrXB76VbG/5JDaiemZlXZOYbqMGGF0Rlg03rPt3VOZs0C4dMWFRhi12BFaiZpe9m5rfbxWGePvkteFgO2Jkaqb2YSu24gRrd+DiwJrBoZn5mXMccnLeIeAKV9rIVcA3VSfowtXh04kHw0Izeh6hOz1siYktqXdo11BqQkzPzhKh1a3M1wzV4zRHxfuBXmfmeiNieSs1YjBplvDgiDgBWzcyXjucVjsfQeVoM2JEKMo+lbnxbUxf+P7UZiTstwDChNq5Erc/6BTVK+03g5sw8a+jrb6ZGdbfLzK8NXtdMtnNUUaksbwD+CjyJSnc8YTBCHbXW8xFUyufumXn28OuMiCUz8x/tRv5I4MDM3CwidgdeCHyFmh1YPDP3nenXNwlD79/VqM/X+S04eyWVJfGF9rw1qbW5+w2dr4WBd1EB0zXU2stt25+zqJnw5ai0tN/miMWG2jX5/lSAcAPwGarDu0hm7hMRP6XW+jw9My/o7T08x/X9nVRa+zcy87Q2+PRRatBvVguYuxQR61DZAZtQM2bHUDOp21Gp6jtQv4ftgTe21zfy72Jwn4lKU96MGhz4Szv2I6h+yJcy85NRs76fAR6YmTePctxJiErJPYZaNvHCds1dmbqHnJmZPx/x50/1WhYR9wYeTBX1eQS1XnTxzDy5fX1bagnFQ6h7zvfG3YbbaNOG1KDCNlSGzt7Aj4HvAJdm5s0R8S6qEN6bJt2e22hfd+ds0gzSxmjoArkqdWN8HFXV6WwqzeQZwM8z893Ta+X4RC3c3oGazVqT+kDvAqxHdTwWozriW7RRmFGPN3wDfwbw9Tbzsht1kf0I8AHgETM1ytouGl+lRkr/NvT4A4BfjHrzGwrQNgfe3qb3B197F3BlZh4eEQ+kXvt22VkV0aHXcDKVGvt4Kph/R2ae1Dq/C2UVVJjrYHbENq5OzShtQq0XOg14E/WePiIzr45K131UZr5gpts3bhGxN9VhvJh6/z4FeFtm/ikiXg48JDN3m+N7Hk7dIK+hArwjgV9n5lVDz/lg+7kPzHtYsZWIOJiauV6ACroeBzyRuv6dkJk3RJXmv2noPb8z8PLM3KQNstwAfINao/kY4LrMfNNgdHgc7/2oWeBtgQe1Y70ZeEZm/jaqKuySVMrbhzLzd6Meb5yGAuJDqPvIv6jP5OepFPbzI2K53t9bEfEIag3xTVSHfzfqc/bszPy/iDiGmkX92PDnZ8RjDt5zS1AzdOdS6aLnAucDZw/OW7s/nUxlL/SeNvocKlg7gQpo/zyGnzn1a1m7p69ADTLvThV4+Tg1G39iZt4YtVZunczca9zHv432rEMFwNdTs/sHAIO1tJGZR7aB1ouoPt3Vk27TbbSxq3M2E0x3HKOhG+zRwJZUCt67qZLHP6CmzU+cTuvGLyvl60TgbdSsziepUvgfAl5EFbh4DjByWkIzWOv3VupiMrhw/pwa/Xk98LmZCtCalamb7U1tpJc2MrcFcGsb2Z5rQzNK2wD3i4gt2jGWpapc/bh9/aXAJ3oL0ODfBQDWoNZi7E5dVE8H3hER5wFLZVs/OKUAbS1q7eg5VIGfR1Cjt/u2Nl0dtRZpd2YvTu5yHc8diYiHRcQOUWkqS1Of0d9RQcaq1OwaVKfloPY9w6/zYmq2emtqTeELgPtHxFExe6Pehaiy9F13ou+qmF1RdRGq9Pvzqdmv+1Fryi6hOnLrAmQrxz/0uf02cEFEfB+4V2a+irpm7E/NVs6KiB3a+34sM1qZeSUVhN0CrAEc1gK0DaniIbtT15Nlx3G8cWoB2uJUwakXUinen6LafXJE7D4vvLcy85vUNW5P6vP1GuAHLUB7CHWfPDKrGvLI/bA5PqfPbz/7mdSaxBupTuwbo+2VRw2SndhTgBZVqOh5EbF3ROwTEe+MiDdSs1kfps7lpTGeYhBTvZa1QcHvU/ecQXGczaj7+H1asLEStWZwpmas/kgbcKYG3bcFFqHW+W8REadkpYBuOaUArcdzNnEGaWPWRmjWyMwXZ+a7M/MBVEdo18z8ZbuBztMGN4SoYgqnZuZzqBnD57a/96UWba5CjU6dP4ZjDUZYF6UuHq9tnf+FshaSHwfskZlvHuGlzY0fUZ2hXXP2fmWvAZ6aVQ1upKnqFvCRmW+nZikPjohPU2lTz6LKp38ZWD8zPzjKsSZsAaq4y5rUqNyrqUB7wfZnmg4E1mq/q2OyFtdfQw20XB21jcYjqZnMX7b34ryYgvBS4NqslKqzsqqPfpOarbiAWh/4Utq1avh1Rm0vsRg1M7BIZj6YWqy9PfDDzLy+dT5Xy8z3zfgrm4D2+m+J2uLiS1Q2xBntzyGZ+REqTfEc4JQ2qz743kGn+fLM3INaq7tCRLyFmoE7ITN/1n7uNjD62rCYvQ7uedSs8KXAHzPzlPaUA6gZgwdSn8GfjHK8CUpqhHxJKsg8NjN3oTqLF06zYXdVCyQWAA5Dh3klAAAgAElEQVTOzMuotq/fZoUOAD7aPjPjSHFcMZuIWI4aGH1WRKzV+hxvpWaiLh/MFGWt6XvXKMedgHdR69bfSM04L0CtwR7MCO8FPDlH3MOsk2vZgdRM8fXUe+F8KhjdBPhVO/7mVHbDxPuMEbFuVsGNX1KD3h+hZtOeTM2kHQFcHhFbjGMmcy51dc5mikHaiCJihfjPykxXUtPBw04Atoy2Z9i8rt0MVgDeFRH7RsSamXksNfL5v9To3SCt7R0jHm7JlkI0uJEtSFU23L7d4AbphNtTF94Z0zpFC1IjpftFxA8j4lhqJmKfoefM7c9fBtg/IjZvweiZmfloKlf+SOri9BGqg33waK9msjLzCmrW9Wpgm6jS1NsBn8laTzeVmamWjnZTZn6/PfTQ9jk9k+oYXEYFaMvQitGM2qmahojYBfhHZp4Zte7soIjYn6pg+Y7MPJia9V+Fuob9+3VGpc/tB9zYArv3tx97FbX+6V4RsR11U3/VDL6siWmf28F78m1UIPZV4J9Z1c/WjarueGNmHk7N+Dxs8P1DAdfJEXFgZn4na83llVSa1dXteV+mMgBGbe9gX6x7U2viPp+Zx1HvYSLiKdTajU9S96d/r/8c9djjMDRjuQC1TcDXs1IxVwJeExGvolJDu95Ut80C0t4XtwDLR8RLsqo57kelaS1M3SdHvpZEpYp/OGYXW/kLNYvwa2o/tJe1++Q3sgqXELUHVhe/94HWntdSA7zfo9a4H5qZH8rMfdv7+ZjM/M6Ix5n6tSxqD87rM/Pnrf8y2CvxbCpAuoVad3ljZn52Em2Yoz1rUVUbl83Mv1Mz76dTBY5uoa5XP2p/Zt3+T5poG7s6ZzPpHld9awr2okZ/rm3T5FcAq0fEF6iI/gfUKOqPsqXC3BNkpYAdRuXaHxa11uFaajRsA2qNy4fHMC2+I7XA+sh23H9GxPHU6M6TI+LP1IzHppn56xGPdadi9rrDPaiqbQsBn83M+0fE46hRnj9k5u9HGSVtN63lqVSMm7ItgI2Ih2TmMRHxCepms3pmHjCO1zYOrbOY7YL/18FjAO3ienNU5cA9qJS7x02xrUtQ79+92v/fSlWdXIUaAR8UDbmQ6uDOi7Nng9f5ImaX2349VSDlaup1nQnQRiYHVdSGi7e8glr/+eeoypC7RsRPqDS0xam048dQBXt+NkMva2JiaM1Tu6bfQG2m/Cbq+gY1AHUZNWACFcT/uX3PYNb/QCpd6IKWqvOPzPxgRJxNpQ+tl1Xt9LpR2zz0u3ox1dHcKjO/zewU1kWYnQJ0TQsguqnsmLPTnD8ELNRmot5Dpd0eS6Vmdj0A0K5zz24z7zdR15Hrqc4ubUbtpS2wGkuQlJU+uUt7v20HrJeZhwJnR8QzqfvkjhGxb9Yef10OMrV7xi8z8wNRpfB3ogY4zqb20xz5M9JM9VoWVXBoR6qYHBHxPuCxEbF0Zr5n6HmbUdkcM+HNwPGZ+df2Hv4XQFaK9DepNWALZ+ZUlup0es5mjIVDRhQR98vMX7QRtF2oVJi/UG+ovajqg3/Lyg+f50UV7HgUcEBmXhu12ehBzC7fvTQ14nIrVUVqrt9gMUcRiag0v+My84stSNqcyk2+jEo/Gqna011ozyAAWYxaC3Y4FZg+kZrFOzYzvzTG4y1I5WD/nOpkLUF1GL8CfJZK0XgJsG/OLhfchYg4kWrfKwaj3+0GMBjxfyC1VcFf5/w9z2AbnwFsm5kviYj7UJXjdqBGDtfJzOOiCgDcMuoI7jRFxAbUjPZ7qXUH/0utxViT6tR/gkorWyEzD5vjewfpI49t//8k1Zm5kqqG9of2+BLU7/YfM/GaJiVq7eQp1Dk6Mqua2WOotYhXZ+Z27bVeQhXpGby3V8/M3w/9nPtSVf1eRa0BCyrF9OSIeBqVsv1X4K05enGh5ahZ9R2ptXGHUANX78rZKdiDWZ5FB4MnvWnnZbAx7WZUqtXngQ+0Ef6utdmsFagA/gJqLdivR/393skxh4tpPZyq1vgXYO/M/Hp7bzyXKlDS5WczqiLyQ6j37GVUQZNrqO1PdqTu8a/LzHNGPM7Ur2VR6eTrZOb+re/0XuB51GDhT7KqfG5MVTueeFGfiNiKmjkbrHX/9724vZ8TeGzWZuhT0ds5m2mmO44oa68TqDz/x1MLwp9EpUY9hFrEu9N0WjcR51If3E9FpaA8HDgpaz3UGdSagd2BX45hlPaQiNgpquwu1Gj2xyPii9Ts1QupVLQXTzpAm8NTqJveB6liKa+nNn58bczeCHgkUaloJ1MdlJ2pwPe+VGrlSsCb2sjoYb0FaM3zqfVOn4qI90XEKllujdoM8wuDzuKUArTFqQD7yqi9z44EbqZGWu8P7N1m/J5FpQTOk9qo/XpUGtGK1HtqeWovwdWpjtBB1Gu/rc2NN6LNFkXtr7VsZj6FKnqxRUQsExH7UBXQ5tnzNORaavBlI+CzEbF9m2n8OJXi+DFqQOrzmfnDmJ1m9nuogj4R8RJqDdBlVArktzLzRdTACtR+jksCp4+pA78IFRw8ikoRO4tKS3pvRCzY/qxDrdtdfwzHG5s53mtXUam3Z2Tm26gBhPWo38O0163eoai1w1tm5lWZeUJm/jQzByXL14mINaOK9uwYt7Hh+SiHbsePzPxWZq5EpS1/LiJOA5bIzA9klZrvKsURai0UNTi2LrU+8yFUYZ4nZeZpVDn1o6mZ/1FN9VrWgr8/UPech1IVYm+m0v5/CewbVZlwX2Zu6cargZ9FxIPazNQgQBsMqCZwn4jYdIba8x86PWczypm0EbTofWFqUfDDqPz/nalRzd9Se0t8OzPveVOwEY+kAoY1qFGoU9rjuwPPy8xtR/jZgxmr1wKPpUatTxzMZkTEUdQoyscyc+8RX8rdbdtS1O91RWCfbPu/tU7/KjliymXMTpU6jgoG352Zb2///2pmnhiVxrLXYESwN3OMxq1Jbab6EGpm4siovZoOaa9lWrNoT6DWE15PVeJcmRr9/iVV6fA5wFey72IsdyqqmtsrqRvYd4DVqNf8ICpgWxZYOzM/cBvfuwp1XduIWgf6Sqpa4cJUh/p51F5QV1NFVW6Y82fMi1pAsAaVivs0KoX9IGpw6qHU9f7irJL7w3vIDa5bLwcenZnbDf3MD1CZBm+lzvnHqRTtkVLgh64XuwEPbwNXg68dSqU4PpPKOlgwOytLPdT+11LtXIEa6PxuZl4Zlfa4Srbqr71qQdq7qT3djo+I+wErZea3IuJoatb0mVSgflKOUExr6JiDc7ccNbCQ1N5WX6LW6PwPsFVmrjfqsSYlIj4PnJu1Jnbw2GOpQbMPZe0JuvAYPidTv5a11wW1PdEDqMD0c1T20bJUJta7qQHMiVdpjspGejY1+7oK1Wf9frY9M9tzNqRSkB81jet7b+dsGgzSRhCV03wEFZQdm23Dw6j0oudRZZpfkpl/ml4rx6fdMLeiUvAWptI5V6FmeH5P3SiOAt6QtRZvHMdciKoY+QDga1R++uURsTZ1Q/pAzsDG1bfRrudSBQW+BhyUVRhjnD//U9TM5ErUTOy/MvNh7WsXA/vnmDZAnYQ2ErfAULC2DXW+HgxclJkPn2Lb7kd1BH9FdcB3oIqaPJiaNTuWStXcNCvlcZ7ceD4iNqEGjQ6lgrODqX3fbqZuditS+yntRb2fbhz63gWoG+CV1Dl5DLU29IfAT6jU232pz988mwo6p6gCPTe368t11Hl7JnXdOwP4n6yy6bf7nmizbatSJcMXB9amKpN9jpoZWpUaADhixLYOgsIlqc7/mcAHqY7o5dQs/z+pFOk3UJ+7m3q5ZsTs9b3LUrO4b6K2v1iZ+lyeC3wnq+pc96LS9van7v3bUFVSd2pfW4fax3KXHP++aB+iqtz9kbpf/IFaanBORCyWVa1woTHN2o5NVJGbk4DHtTYuOggEolI398iq6jnqcaZ+LWvBzh7teP9HBUenUlkbP8jMz0dldPwjM78xiTbM0Z7FqEmFZ2fmr6IKC21EZdf9AvheZv46au37mVmVbGdUb+dsWgzS5kKbLToha1+G51IV9n5DpeMdmJl/aCM3y+bMpuFNVEQ8ikrl/D01KrxEZr65zS7tTN2gPptVXn3UYw06S8tQF/JvUamNUDf0o2dqZGeoM7ENNRq3MbXu4/fA26mLx7Mz89QxHW8f4IktFYOIuIAqSnAlVbjgipwH1mjAv4PsWwYd2qjy4N9pN4BpzaKtTa0JWo1K1z0tM98bETtQ6yI2o/bR+VX2V6b6bmmjpY+lAo5LM/OQlgZ1GXVDXpTa5PaE4cAjqkz1zu1511Pv+4OpqoCLU1XRtqD2uDt+Zl/VZAx1eu9Npepu0waElqFmgnemSnbvegffuzeV9n4UVSFuEaqj8drMPKMNECyZY6xSGBFvpgLBv1GdmYdS5ffXo2YJ3tJmpboIzuYUbZPvrD3kBveZ7ahg9jU5D6wzGbpfnUitBfxRRHwW+HJWoaf/oT5/7xjH72Ho/XZfauZnx/b4g6lBvQ2pPsrJI760iWkz1udQGRafaI8FleGQwGlUtsqlIx5na6Z8LYvKunoMFUxvTO1penxU6v9TqevEP6mZrA9Nog1ztGd/4P5Z24MMHlu5tXF9KtBfBdgkM5846fbcThu7OmfT4pq0u6kFJIsNjTp/hpqK3ZJ603ynXZC/TY0G3pN8h9qgc2nqQvotgKzNoz9FBRKjltyn/czBqN/bqMWhb28Xi5PbMU6M2gZgotrNcBBIHAn8lOrc75iZf24Xua1ppa7H5CoqF5+IeBPwtazUxtOp2cq3R8TC7YbWjZhdRnu5qFxyMvPm1plYqP3/xGwpoTMdoMXs9UOXZ+b/UOsT/gCsHBHnUBu+fprqOFw6rwZog/dFG5k+hqrseDG1vcAXqEGOr1IZAINBkDkr/f2Ker8tRG30ejw1SPBbqgN1ClUwp/sO9F019Pr3pgoUXd5G9F9NZQu8mVYuP/7/rTUWaZkGD6ICpE2pKmnXUNeLJ0XEvTLzF+MK0CJiy4h4ATVjvWtmvgx4b2Y+K6vi68FUQPgfWyr0ImavM1sceGVEfAQgq0DEq4Gjeg/Q2oDP8P3qcqrgCdQA3jIts2Yj4J3tuSP/Hobeq1sCT4iIYyJiicy8qP3uP0BtC9GliJjVrv/HARtHVfAjy81UVcqVRw3QmqldywbX4vaZP4qaHb4XtWfiGVTw8SHqOnHODAYbHxsEaEP35j9mVXA8jir8th2Vnj2jOj5nU2GQdvddl5lHAbQb5E+oWY9rMvMFVIfoRqr64b+m2M6xGfrQ3ER19t5FTTs/PSKe3p52CPDJHNNO9EMByM+AxSNisTZa+XEqB/micR3rjgzNLDye2r/lAioof3tELBq1z9YPW6A614Y7fZl5Smb+pKXIPJ5KVyMzT6ACibMy86Y5OtVTNUcw+37ggKgF8wtDdWKmHVTm7LVDH4uILbNScnenBlT+Rg1CrEVdFy9sz+0qEL4rht4Xb2uz/gtlleV+PdVhuS9Van9HKlX31qHAbhDI/iZrT63PUJ29R1DBx/2pDs/FVEGMbjuCd0fM3gh6CWqwabuobUX2o1JfN6NmhP8At9nRfiNVPOpw4CzqHK1EBRuPpdLDNxlzs98IXJaZ/x21X2dQpd8HHkpVob2toHLqcvY2AC+iRu3XjYg/R8RemXlrZn5rui28Y1FpmmdExAkxuxjIiVSHEmpAbxPqvvHuNlg18u9hjmvSKVRxo8WBT7Y+CZn55ex0Q9+IuBdwbFTRkBOpWeCPRsSTI+JJUVsJvJURt1zo4VrWfufRZrtvzcwvUoHiTVQBp8uAdagCMJeN+/i3pc3mbxi1Lnv48WizvJdRhY2+m5nfnYk2DevxnE1VZvrnLv6hRlh/RpUkhXqT7E3lNn8BeMC02zjB174WVfnuUmCN9tgTqZvEKVSlskkcd10q7WEX6mK+GRUYrzHh1/t0YPOh/y9KzeqdS5U3hios8O0xHvPe1EXnae3/WwA7tX8vRI2YT/29cDttX7D9/WLqxndp+0zsTAW1Me02DrV1D+AH1GjzMu2x9VtbN+v5PN/N1/lYaiTyI9Rs74Pa41tTgf/Kt/N9qwLnATsMPbZ1O1/PpUa5XwOsNu3XOIFzdhTwX1RA+6b22MJUR27t2/mex1Gjuq8A1mmPbUVVW9y9/X9/qgrtuNr5UuAj7d+LUyPLK7f/Dz6Lz6LW8E79vM7R9kH7XkCtofsstf4IqljSzcArp93Ou/A6DqWq2L6q3ZMOogZ4Nhl6zh7AhWM8Zgz9exvgMe3fK7a2nEZt/dDtNYyq3vgvarB166Hz9CUqk+FkqvjYOI419WsZVbTpOGpgbLehxx9JrV9cD1huhs79ptQA5DnUIM+iQ19boP29CtXPmWgfa145Z9P+45q0u6nl8u5BpbcdlrVH2grUhfrp1Gj8C2kz99Nr6eiiKlatR72uG6l1PC+lqi3elC3FI2otz6WZ+ZMxHHOw/msDZq+tuHc77k3UNPz3M/PAUY91B21YgLoBnp+1j9dDstYYvIAa4TuqPXVX4M2ZeUqMuL4qai3LtlQK6fOAs6mF9A+lZg27X4MWEatS7b9/VoGC51IpPudT6zSmVmAiIpYHVs3Mn7b/r0vN+P2V+sx+mhqd2xt4WbbNjOc1EbEe8NRs+51F7f/2HmqvvT9Rgw1nUSl4Z9/e62yjrG+g0rf+m0rdXo8KPi7KMRUG6kHMrpK3MXBEzlHUJmrx/L8yc7e4jfVEEfElaqDqOmo2bUmqjPcTh57zrvYz3sSI2nX559RankOitkJZJzP3iYgVM3OwqfbBwI/a9amr4jcRsSiVlbArlb7+pcw8fOjrXbV3ThHxEGrPre0iYpCC/zZqKcCnsqrYLkGtmblPZv5yHK9p6L36bqrDug5wEbWP3zeoYmX3yswLbuu9Om1Ra/WfQA1GbkCtCf498OEcsTLyHRxzKteyds9ZODP/2P7/FOAAKmg8jbrvPL6141U5VLhpUqKqRG9MzWAuSQVkB2XmFUN9r/cAfx/HtWou2tfdOZs2g7S7KP6z1PKG1E15TaoD9PbM/HtEbAQ8PjPHsi5r2iLive2fx7W/35OZ20TEmdRalvdk5kkTOO4iVKrI8dQ6kE0z8/yI+C8qb/z6Sd/Ahy5Ys6iNbS+i1ngsR1WC+ivw28w8ekzH+Sh10/1vaoT5RcBrqVH8M7KV+u9ZRGxBdVR2Aq7JzIzZGwEvDpyclXY3jbbtDtyHqkx6GTUzvD5VAe8l1Gf5VOpcTzyNdlKiCgkcQgVjJ1MlpdejRtfXoVIdd6DWXJ01x/duQHUyz23vyfXbz/o7lSZ5PFV5byeqGuSMF32ZpIj4INVpPJpK3b6yPb4hVXL/xjk7vlF7oh2Qmau3/9+fWp/7c2p26zuZ+c/WUfxJjmGNVUQcQqXnfpO6ZjyaGsz6MjUz8G0qZXOdzHzv7f2caWrXikFV1eMz88FtcOx1VMXk6zoP0k6iBp9+Rv0O3kKtcX0uNai5GrXn3qk5VNJ8xGMOioUsR/U/ntzek6+hBoYvpD6X3a7ji4izqdL6n2gd8o2o8/dfwHepc/aVHDFVs4drWVQBsCWoz+OvqaD0QdQs1Yup9dAnAH+bVIA6R3ueT20W/x1qoO5l1Azwd6nz8g1qIPwl1Ez2jH/+ejtnPTBImwtRi+8/AfwF2IcqD39ITqFM6SS13PD7ZFW++wRVmnwJKiXlzVTKwN+p6eiRRzSGApYXUh3KA6k1FRtRHeylMvO8mRxlbR20wWvejOr4fiznKFc+tyOWQ6/5c9S+NvtQedcfpdJJX07dkLfPtmFuz9pI3YXUKP/NEfEyao3Gl6nO79On8Tqi1vdtTb2vFqXSYE7KzMHmpjtSe1fNynvApswR8VRqL6AVqBn/j7fHN6U6xg/NoXWUrYP8KqqS1kVUlcAHUOWNT47ax2pT6ub5obyHrLcdFhFrUev0NqJS2L8J/DQzr7ud5y9ODaosRV2fPkINRjyN6gxtSw2ynJ2Z34gxlEFvs32foNbTrEYNMlxLBTyPp1J2T6dmsB+ZmRf1OisVVSjk8dT948yI2JVKJd98ui27YxGxOdWRXZp6rzyD2qbhmdQ2CE+lsi1OBi4f92xW62y/mErH/Wp7bDkqdfSIaWYs3JE2K3IENcv8z6HH16RmAF8NbJiZK494nC6uZVF7yQ6KM90KrA4cM5i5i4h3UAOya0x6wKvN6n6duv8NNoRelDoHG1GZSu+jqoJ+MKdU0r6nc9aL7hYT965doNfMzJMy87SsMumfAY5uF897kiuBG6KKZtxK3YBeARyatbnoucAfRgnQ4j8LZtzS/v8LaqbjfODgrIIlj6ZGC5mJWbT29/OpwhI/ptYfvJMK1L7V3geDdo9yE94+In5PpZOeRn0mX08VLLiZqrD0vd4DtIi4V+u0HkSVNv5KSwPaH/h8G03+E5W+OeMy89eZeSyVRroGleaxekQ8rD1lK+DVmfmP6LDIwl0VEQ9qnfIvUp35XwDPj4i3t6fsArwvM6+d47N3KzVjfhG1X9zzqfLHP29ffydVAGHXe0qANvQ5XyEqNXdnqmN9PLUW9pXUerPb80bg15n5UqrT/CQqs+IrmXkuNeL7C2rGllEDtOZ1VErxK6kgbQdqfeUSVKrur6jg4aReA7SIWDYqZfO9VEbCgS3F6o1UR71bLU3zndRA1H7U5+lt1O/+flRn93Cq8/+rCQRog/L0vwR2iojdImLtzPxLZj671wCtGWQYvT6qMumS8O/CHmdS7+vXjHqQXq5lLdB5P3UN2IgaGFw9KgUdKivnv2co2NiDGrA7jZpceBHV17iBmsU8kxpgWnRaARp0d866sNC0GzAPuhD4aUQ8NDPPb4+dQHWyPzG9Zk3EL6hO9u7UXmCvodaD/aylEzyGmmGaa1n59UtQHaOXt+Dvm20Wb31goTb6/3pq/cLEDV0A/pu6kP8dICK+Tu2HtwG1nmIcx/p0RLyB6mRdSM1O/pW6wRxPzf5c347fVYdraBZwd6rs9CrU3jxbR8SjqVmEd2TmxRHxUOq8nTmFdj6BWsx/EJXqeAVVgn5F4FER8TSq6M/Lob9S5XdVS7V7HnBJRNxEBaOvoN4/+0TEhdSgykvhP19n+13+iaoQdzU1o5vAplHV2H5Mfd734B5i6HP+v1Sq2m7ABpn53Ig4izqXt7nPZVQ1v52pzg7UbNYV1Gj1thFBZn40Ik6lBltG1mYiFszM3aPWRL2RGjz7YGvL36kZwIOowaRuDF0rnkoVNHkMtQ7pQVHrca+n9tj85lQbeueeTXVur6M6k++hZm0OobayOI/anmZSnf9VqGvXD6hMi42B9SPi+9Rg8cQHMedGRLySSq3bhQpyDwJObxkkl2fmDZn5tjEda+rXsvZZvb7NEF9AzdxdQaXurRq1Nm/1zNxrUm0YasvaVKB6BfAjqijHT6nNz7enZhnPoc7JPpNuz+1p14brM/Or0z5nPTFIuwsGneOW1nZ9RHwbODVq8e4PqQv1UW3GZ543FAz8E1iWSm28hapq+ej2tNdRo7UjlZ5vNqQuFtu0dLn9289/GTVCuRt1fr82hmPdJRGxEnVT+Xd+f1b+/1bUOoMbxhE0RcQ7qcDsO1SK4zOom/6OmfnDiLiESqXq6ubbPgu3RO2x8ipqvd6fgf0iYhcqxe5T7bn3pUb+jxpOc5lBlwK7tQv/6dRi8ZOi1kRsTRVoeWVra3eL7e9MRCxGjYL+lpop3JK6tv8iM3/bnvbmiNiWNpp9G6/zNS3d741UB/Mi6sa9MTXL+Ir2886d/CuanKFr+WDz4XWpIkiHtY7VhyMiqEGH4+9gxHY3KoV3hajCSU+hAo3jqY76fhGxQo53feMjgJe2WfwHAs+hNubdorXnMGrm/ajMvKqn9/LQeXwrdY27hqrWC7VJ7V+n0a65cAmV1noNlUmyPzU7cTYwi1rb+ghqXeIvx3HAoQB3H+p6tRWVmn0ANduwE7U9RDf3h2EtMFqOGoS9AXh5RGxJ3d+3BD4dEV/L8a2le21ErE5d16d1LVuY2gLlcioj6KzM/GIb3NmGmgGfqWBjMSq18QJq4G4N6tp1ObWG8lPUoM4PckzrJ++uds29gdraaB/qGjrNc9aNeTatZ6a0G11GxGrAq9vIzwXUiNqTqBGKr+Q9YEO9iLhvm1ZeoqWj3Ep19i6kOrH3bc/blCpd/uExHfpcav3Z+dQi4r8DL8rMwzPzOVSHaeIbC7cLBQBtJO4X1Car67Wvbw/smbP3Sho1QFsY+BrVsXsLtSbt01Sw8/B2jMsy84xRjjMJQ52/x1HbL5yYmadn5pOpdQeHRsQgVexKqrjOYdNoK/DnzNyJeg9fCNw/ItbKzGuoG9iF2Ypo9NKpvZt2onL4H0iNlB5NvafWjohHAETEXtSI9Tnw/82iDVLPrqM6M8+kfqdnZ1Xc+xOVfjzjG5tOwGYRsf5Q6uG1wM/bLPmV7fwsQ71Xlpnzm4euEadn5oupNRPHUefordTeaPtRqW/PH76mjKLNROxOjXp/nwrKv0ylN65ErS1ZiyoWchj0916OKsJ0LtXObajzBPCmlpnRrZidGrwetdZpAWom4iTqd7AYVVxmP2CvzBxLgAb/XgawMBXUPIsKCP/VAt/fAq/NzM+N63gT8AFgqxwqBpKZ32nX5JOp1/WE2/vmuXA0NZv5DWqN6Yxcy2L2XotrZuZnM3MjatbzGuozSmZeTL1XvpUztAdZZv6cuh9cTPXhFqKCoM2p1MdbqevVITPRnjm1PufOwC8zcxOqTzTVc9aV7GAfgHnhD5WmtSc16vC1abdnQq9xU+AM6iL3JGAR/nPPl92oqkA30vaKG8MxB8VrBjMyD6M6mz+nKmc9dfh5E379g7Y8j1rvsT61yPb9VCfoW9TG5dD2+hnhWEsO/XuL9t76OJWGsC61d2GOT8QAACAASURBVNBK035P3Ea7t6GKyUBdOE9tv6s9GNq3BFhiyu1cg7rxb0l1Ztcb/N6okdSzgLdTla0GX+tmL7e78Trv3V7HalSnZMuhr+0MfJ6a6f8ucL85XyeV838kNSjC/2PvrKMkq64u/tsMMuigwd1lAgQJENwhuGuAAT7c3T04BA+BBIIGd3d3CA4Jwd1lcNnfH/sWXXRmYDJV3VU9/fZas3q6qrrurVfv3ntkn32IIMUq5b7/bXnsWHpA36ohvF67E6PkNDr6dS1DHJ+diRF8BclGwWD6TZGM5OTl/38gNMfjiOHzVxK8m79Jcx6H9Bw8jtTG3lK+98lJVupEEiy5jggMDXbeLbjetT21L5H83oioth1THv8d8Fyr5zmEn2HCso4mKb9PWtbYLuSM2JXIhzd9fKJE+Kcy3sN1z11YW9ft+K/uml1EmCnbDuI1owAjN2GsvwAL1f0+Oclw/5nS87Sr9rK6e2Qact6MVX4fl2QRTwWuKvf/XXRTDzI6ep/NQOr6RycZ902Ig3YixbZt0f0xPqHAHkWyZLXr+KvyvV1Vnu+2a9Zu/6pM2hCgZNE+Igf7OIT+h6StC993WMFzJIoxGslqjUqyh+MCOMILqwDbuKhKDQ06ZaxqNNLvSKTnFNI0dgYiG35M7XVDO94QzqmWMV2mjPmh7WeJsXofMe42t31dmU8jPdGWBY6XNHuhVR5H6mK2JDVw/yEUvZEa+lBNhlI7OA2J3gKM6WTODiSO7UGSfitpNA9GEa8bMRuhumxPevg9X6hu39s+lhjWowDXleeG6+p7rNlQhFpWIDSRM0gGdjVJmwLYPoc4HU8Ro/hf9Z9TUj/yfRqYVNJEtp9z2j08BByoKNnO6boeVj0ZTnuUGi3tPUkblzW9F6n3WYesva1rf9L5PQpVa2lS5zcuMSSuIvvXYcACts+2fXeTpr0vkZ7+B8naTUNHEG1Bkn3fBfjYJaPi9smi9Sk/9yTBkSvLv76S7iJZ96bUInUV6vaFXQl1bkZJpxE2yTmkCfNT5NycvtHx6jIyY0kay8E7hGp5JMmkofTtnNT2vxodsytQ9tu3SOBodXL9lpd0nyJGhqSxHQr8Vw2OtR1xyvaQtLekWq/DG8j12rfsZXN0xV5Wd49sSc4VK3XYxzqiLpuR5t3rEubVa4N5q2bP6welpdEkpA7wGKLwOAmxr/qRdhcNtRJqANMC79EhYjJNoaK/a3tz4ngPoBuvWbuhkuAfApRNc29CA3re9urFQLqPZJTea+kEG4SisrQ+yeCMRw7WB0j05V7b55ZrMHEzF4qkRQj9ZRxHMISysS0B/Ml2Qxv3UM7pAFKseiYxjn4H3OwoQjVznPUIpXEG0nB2O9U1xJb0HLC1o3rVNpA0gtOoekZieN1GoqTDEyNsZWBv21e0cI6zEFWv+8hBtKpTozMOsBDJkL7lCDvUapTaSpRlSKD0y5qSGLp/JtHITYm63y0k6z8u8I471V+U4NLapNZ0NZIRnQO4sBielJq9DYgMfdtRbv9XlODQiE496dLEoFqIOEDru0PmudYwuHNPtL4kiLQ8kdmfggQDjnTo0bXXzU3OiU+aMOc5SQDnZBJ1np84OTeQtbYwMbzOJayDW9vtXlb6W54JbOEoTo5LZLa/Bj6z/XAr5/dzqLsXZiYZ0v1JJvYQIkDxL8KAeJt8F3e6ARXPuv2oX3nf/kRQZafy2ObkPliJBMv2cdo7/Hh2tAuKXTEFaUXxBKmB+pg4KhuS7/8B2zs2OM64pK/hIpIOJDWBD5Ka+rtJvffIhF57b1fsZUqLlzUJc2N/EkRZgtRmX1UCOwOBZ93F2gVln+tPavCmIWfgR6QH2kzEIX65zOdC4C+14HN3oQR81yT25rdkL7uBnEEDiMjYE07/4bbaz7obVSZtMKiLZtUO6n8QmsYLxTi6ErirpztoAE5fqAkIX/spYvCNS/jci0raghhxR0latRljStqWGJI3kbqvJyTtRdLw2wAXl8O9y6EOKe4pycF3Eqnt+Zpci/mV/kRNQzGEzyY0tXEUsY0Jyzw2IVHxtnHQFAxfd8C8T2SMZyOZtHls70sM/9tbM8sfMTXpNXc+oZqsKuk4UvC/OMmU1A4lQXuJsgwJSo3KD2StLEhECmYm2fBlyQF8CIneTjOIt5iCZMpnBR61fQC5ZnNJOlPpDzg5MRB7vIMG+Y6LgzYzcXo2td2P0MjulHR9qZtyeX3nbNRwxFA/mdTv3U3WwILwY+ZjYdKPqWEHrWBrEgS5g9yr/UjkeQJiEJ5CHO0BLsJK7XAvSxpD0u+LwTg+oQZeoKgiv2/7etu3tbODVjCmUg94DDEiXySO8pNkfa1I6Ma/sX1rIw5aQY1lchRxAOch2YWVSMBkIHHalwP+UBw0tZuDVnAKqbWek1yjXUlW7UTiwMxJaGyNYm/g3BI4XJGslXOIvbYgsLbtD23v34V72W8IlfE5sj5nAB4pDtqSJAM6Vlc7aAUiNWZ9yZ41TVlznzg1XdMTFccRiZx9tzpoBdOQ/esdQsPcjTjytf3iFODKwnRw2Ud6JSp1x0GgbHq1NPGWijrdUSRCsgjhy15DaGo9HoqowCpkk3nd9tuFPnAlMfz+QqLpdzZxsdxPDr05SaTnEpL6/jfZXD4mAiJditoBV77rS+ioy5vU9j0lszcFcdoaHWsSYHjbL0uajlDxdiX1brsBc0u6mWQ1BzQ6XjNRDL/v4EcHu6/tI8r1WRxYsWQnDm2igTpUsH2F0vdqThJN7Uciq7vVsrO1+7iNaGH/KxYjlL1DiVN6G6lrvI0c0CORfeo22+cN4u8/IKIZUwJLStqeGH+3kH1tJ1LntHCXforWYCoSYHunZIb/LGl0YgRP8TOBt4nLa+4kLUG+INd4muKc9S2PndCMSSqqkWOTYM7qJOv3PFH0W4u0A7mZ1H++3Iwxm4iTyZlxDekr+WsixnK+ItKyd7sHOEugdiCpGZ6EtGmYhqyJtch5eSExNJckYgwNodgdM5CeoHPYfrcED1cg++83JIB3bt3ftNwp7wxJBxEnYI1yvtbqEY+RNIrtiyRtYvuyBseZkzgh20s6izSuvozYLSb74cpKE+S9m+BEdx6/FsSfgtSTP0gatPcnLQB2Jt/Z7u6m9hJlPhcrgmdvlCD8jywY4hgvC+xku1ViUF8R+68/EQl5mNQCr0dsol2IsvhqwF/b8R7vLlRO2s/jOGLEfEYW++kkNdzWh8v/AoW2uQ75rH8CzlJkYx+0faTSw2sy2xc1c9xCv1pG6bG1B6mFO9ZRIrpQ4eJ/1MwxfwFLksN2VId6+Wo5WLYHTikHTaOUktmBxSVNRoytwwgtaiCwc3F4TiIS/8809GmaCEm7AhO59BEjUeRar61HgEdKtHBW1yl4tRirkPtqKtIbbVqSUXvAUczssZu+Usf4W+KgnUX6I41HHKwvSXH8cOQgPKn8TWfKyO7EsHifSFX/1vaCki4g9/yCwAdOXeawhodIS4JNbJ9eHusLHGT7oUHRa5Q6v89JRmgyUn82Bsly1Yry9yUKf82iaW9CaqAfIZH6J0jgbCHimN9CaEIfE/pSW0BpUzKb7fXK73sBf7e9bzGk9wduLVm1b1o41Z9FMXa/UfozfUICHzWBlj5EpGJJSddRHPMmUbN+ILbGPpK+Ii0iBpT3XxH4g6QbbL/f4DhdAkkTkkDjIuXcHL6ccSdIep+oNV9k++wmDLcbkW1firA6TiV74D50fE8jk/5bTXXQ4EenegxyX+xO7pP9SLZqIeIw/q2Je8IvogQgxyB7xoaSHgeucqkTt/2GpDdIDWW3o1yv/uQ+X5Q4YpsQG3tcUo6wBznXDmnFHNsJFd2xE4oh7kJ7GR9Yzil6XYYoDz4uabWWTrK52J7Qml4kEZ9RSbPJZyStTaK1KxRnrmlRO6W/Frb/Rhbs18DVko7rTgetfNd9yfc7PumxMmu5DwYCG9k+uby2EbEQ2b6KbNqzkAj5FuQgnqi87E1CXTp26D9Rl+BGkm15XdIatm8DvpQ0s9K2YWpC1TwNfiJX3a1QB211Y6JqdSQp4n6fGObjAOsoLSR6Mr4j2ZWZSABpNFKH8SdC83mNrKlHbT8BHetW0kpK3cZbxKjYmjhzP0g6HnjT9tMkc7Nfd36orkLn7H8JJGwNbCPpUUlHkHrKu8rzHsTfzk7ERUYjBtAPwFm2ryW1f2/afrTJxthyhGVwOamfuxN4g1B4L3NEUC61fWETx2wGtgA+lTSCpFWAlV16YJUAyXrAsu3soNUgaR/StuMKOhRPa9S9WjbrmHIfNOV8dIRAdicMlr6ZhlYsTz9L1HXb0kErWIWcYxNLGr/mHJVz4WFgRBUxskZQAoNTkL291iz7WpKF3JWcR7uStXtYo+P9DHYmfdGWIff+ZISudzlx2rYqbKxuQbkHP6WjJKEfsJOkReFHIbxFiZBIKzAuCWzNSGo5lyV9YY8gZ85BRNjrFZc64d6MSjikoETLfnApAC8UwK2IN39y3eOrkEaIT7Vssk1C2TRnJ5vKSsTge5YUb35IIhzLkBT08Y7CVCPjTUHS79+W30VksGub+HSkofPfivPWrZA0L5GB/YxQEB+2/UKTx9iZbE7jkut+PTG4HlRESz6wfXwzx2wE9ZFhSesTR+ApEqF8k1ASRiG9yFZq2USh1jRVxJg62hEp2AoYpWSFpyb39nVuThP2lkLSTiSrOR2h2FxKMocLE0dubYe6XP8dzkkMm0eIsf8lqaPoT77b10jk+fZacKKnQx3NgDcm9USfklrYu4gISF9SpP7g4LLlishR7bULkuv2DKF0bU5qlo6rOcVNnv8kpNbmeRIdX5g444sSYYLnmj3m0KIE35YkAc0pyTXbwvYF5fm2abD9cyjZoBFIpvJksq7OISIHbxDJ+OXKa7tE2KCczxOQ+q2VyH27ILCX7fOawOxoOhRl34Fl312V3LNnE+rrJ0qd+SXA3I0GNAqj4I+Egjpu+f+9JOC8Arn37ifCX01VBqx954q40qi195d0PcmqimTd7yA21iUtyKZtSujZJ5Og0oxk3/o9aSB/YnfNp9PcpibO2PVE0GQTsh+/RezNXUlQZI1hibU2tKictIKSNfrApbBU0uTESelPivLvA+5w9xR+dhvqD01FcXA9IpIykBgDYxMDpqFIVMk+7kg2sNuI4lzNcOwDjWWqhmI+NcNtMXIALkIoEveS73054MyacdHEcUdyxAtmIdGiO4nh+A1Rfjq/meM1A+X7+aHu+9qVULs+BaZ1ndx+KwwHSePafl/SfkTM4cm6oMqYROxh3e48JLsS6lDYHN32ZyUyOjsxVFYih/Hhts9QJ6XCYiS9Q4dTdisxZB4jhugSwFK2myqU0yrUfe5RSXDhVFKrMhXJ3p9r+4Ff+FsReuHsJDp9DDEI5y3vtR/pvdSl9R2SRiL38re2N5I0se03unLMoUUJyM1NDOXPyPl5QU/IngFIuprUET1Vsj6jEnXA3UnWdVXgHNsnNMtJG9z7lO+91vB3ettty+SRdA5wWLlu45FrNS+h5p5GHLYbXRquNzDOmLY/Lv//DWEEjUEC62NQ6Ke2F29knCGYx03ASbYvlzQ7qXteSxH/esP2dZL6tursUQRnJiItQiYhLJ7+TtP1lqHcJ/+0fZRCfxyFOO8LEsbCZ06rnF6PykkrkDRqzdiU9BfgattXKnLKKxIq3DMkWtpW0auhgaTxSYbhpfL7IUQlaWzirPQnaedHiVHwZQNj1RyiGvf4bVJL87DtT+teN7y7gDf+C3N7nlC7jgBetL1leXwq4F2XotsuGHcEcr3vIPUkSxCRh7bqeVP33U1KePbfEHGXj0nWc03i0F7XFdHkIZzjsuQA2oBc08fIffY3YiCeSWoX3uwJUfzBQdKMrqsRq/tu+hAHbWTihHwP/L7z91GcjVsJde598n1+Qva34cj1u5jURN7ZDR+py1EX8d6ARLxPljQWMVbmJQpjezkUz0H9fR+iXnoqEQX5Lek99yYREnmpPH5MVwfwirG+EYk4z0qM4bZyejplbUUEHH5HHNxRyHX6Zwun+IsoBvZSTqudEckevTXJjNxSAiPTEMdg+2afWYoA0w3EPqtvATEqYbN90aZZtE2BdRwp/D7ADLafLtn77YlN8Z3tORocpx8J+F5HbIgaE2cj8j39tazzfiV711WZzmVIlniF8vt55P5+uFyLWWxv1+xx/8c5jkpHr9CW0qKVvn6zkCD9jsSWuJEoaE9JdBHeAca1vWyr5tluqIRDOjAZofpB6D//p/DAjyROyxqkwXFbbYwNYEWgn6QbSBZpurKRfQBsL2kNovT4aTlsG8HGSo+qv5KIzjYk+nyfpPOJeEaXFPb+HBQVrXuIoTo+qVcSyRKd1FUOGkAx6ParBQckndWII9wVKIdb7X4/m1AlPiCb6xW215Z0Eunz1ioHTcRR7E8ywN+SYuNviNDDSsDrpD9WT3bQRgJOkmSStXncHaqk85E6jKOIk/Wf4ph07vd1AFEfe44YEHeX9/4XqWmblgQKeryDpqgJPmf7G0W58UhgFEnP2L4duEvSi4QdMTgHbXaSPZmTUEqvI5S3sUgd3ymk59OybnIfxUHB9tdATYlylHZz0OCnNVnl/09JeokEOBckAbq2hSIWNYCsJ0hm5jl3CCSNWNbTCxTxpGY4AXUBlyWJtP71nY/desZCu9khCs31CLIXQ/aaEYFdnTYL60lagJy1jYwjEkiejQSP7y+Pz1aYA5cBh0maz/a90Hz1y7LnrkwUcHctj+0AfOOOlhLfUdq8dJWTOCQo98whxf5qNd34euKk/YH097tfUREf1fZzJdh6PQmKVSiohEP4sd7gaUnHSJrA6Ui/HeGen0CoLdd4GOkXVHA/iQavSJymi+AnhfIvkYh8Mza5gcQJ2psYzccT42ZUYlhursgMdznKYQKAU8vxCqlNuc72h6QvzfLupsJsdygutZWDVg+lju4t28sQus81wGaSpiiG/sAmOPJDM6/a4XcLoV4+QYqk+xNHbX+yx+1TXt9j9zvbX9telFBCzpV0SokUf1OcjuuBM0ggqdYv64dyjX4omdClSHDkWCKQM23de99M9rz7u//TNRcKzWojOvavz2zX6ldulPQPRQb8DQ+e6jg6MTjnIXLQE5MapRUJnXSC8v6XE3XcboNTT/mP7hyzEdj+3JEfP87to/46OOwI3G372ZItW5P0DjxCqbf6pqyn+nOkGWIhNadrCxJUqolaDdeKvXUoMCXZOzZWamVXoU54SCml+NQN1myWa/0qWY8zSLpQ0jXAvoqOwEhkL1ylsFWaivJdjEmc+G+AL5S+iysDh0taVtLJJIP8WN2cWwrbH5SfLQtUOiUIH5EymmUVUZ6NST+0o0gLmAfcTa0Kegp6rNHSZAwk0eX1SIT1YOAlpznvfkT9cNYWzq/psP2E02tlRkK3G0fSunQ0vj2C9AxrCJJWdvo0nUaacy5ODOipbG9DslYrkb5P3YG5JI0uaSdFKvoyUi8xgqQLCa3pxDL3Pt00p7ZEMRJEFO2eLo+9bvsScs/MU3tddx9EZV5TKdSkbUiWb0FC5buAGNQzOzWFu5BsU0skhxuFpOkk7Q3giHnMSQyEeyXtUh4/lxSrP13+pmbYjV1+HkLk+OciWaFbiWEzQnn91sCULnUePRXFKX3P9g4lM7GopFMlzWz7j6SvmUhg4ecoNb8r/24jBtgPhIqzB4mQz0d6Hj7rFtSFtYPhV8Mv7ZO1e7ErmQmNomTIJiHfd8252IcwKmYhVM17yjqhK1gfSu3bv4ENJB0raTzbP7TTd/0zeIFQzK8kdYjDkzq6WmB0f2JnNYTiAJ5Pvpf1SP/SaYgdMR6wp+3LgRPdZPpxXVDwC5JN/zthH5xCRz3vb0nWfnc3KLQ2rKCcX7Ua51mIWur7JMB1CbmeX5HMZK+X3O+MykkDHJnPtYiBvgmpb/mnpLVs32t77Ro1qKejlrEqh1I/kuH6A3FSJwXml3QcaZjZEIdZUV8aB8D2046a0OEk67GB0oPtI9sLkyxAl0IpUF2IRNr2IBKvT5Dau8fL47vbPrPMua0oJa1AOZRuAn6jtCaoGf3zkbq0eoegOzEVqananCgVXkPEHSYjWeCjgWclbVkev9l19Y89DF8Ci0q6R9JKDjV4O1JLOa+kx5T+Zs8X2kitDmt44PeSLgEmtH0WsCewi6Oe+jYwi6Q1SYH/K635eM1D+dy/kVRrKP0qydgfI2lH0pphTeKs/hytcwyi5PhQee0V5F57mdT/jWu7x1+vJmEzSXMp6qr/hR7iZMxCWDMPAOMqfbdmdOnlZXtrkoneRtJazRq0lt1X6I7vk0DKasQ2O0tpMt/2KHG6N0hz701J+4CjlabWlwCX2/7P0L5/HQuiP1E1naD8Pi1woKO2/RxpS4K7trn7UaTP22nkDJyj/PycMHJe6gonvgdjCtIj727gPTqYB2PbPoA4ay+W/fTr1kyxfdHrhUNKFFCk6P5ocgDvQJSp9iDRnyU9DCjDFRrQPoQWtj6hid3oDl73eEQ++Y/AKg4Pv5HxOsu3bwzsbftuhZ++PFnAB3gwdSFdAUl3ku/5VuBK2zcWg3YKF8n9+rn3Nuinip8j2/6yZJenJxGv8QitrltpXoOYZ39i1PyJiCkcQvrkTEHobnsSo/qWdo7iDykk/Z6s3zdJMOFf5fFliZF5qjsVypf7+nlSS/gwyaztTAyKe4kxeDJRxLy1mz9Sl0DSQiRyv1jdfbwkqS/6njR2PWNQa1ypNzmB0Kb+QmjZE5Na2v8jWZbfkEzBkaRJbq/cJ+BH9dRTiEN7E1l/r7tDzGEhEvB7vHWzHDJIOgy4mQjKvEQM7g8KNfYLpV7tOWBON4m2WRdQOZg4Hn2I0XofqRPdlAjbNHQWdzU6r6VyrWYiYkTLERXghmsoJV1MxCZ+RaioX9qeuzz3DLCTo6jYJbVXJcj9d2Bhh/b6d2I/Pkfal9S0DS7rzftCDXX390TkvHmVlCTcTLKvtbY50wGbVdfsv9GrnTQNQk1Q0u4kw3J+2Wjmt319a2bYNVCa2c5JIsnXk030OEe1aj9gHDdBolVRPxpo+67iAP6BUAJeIHTKt4FFu+P6dnI85iUG6y4kOno3iZY/YHufrp5LT4Gk3Qjl6xPiDI0MjA68S4rpP1YLVcbKfTw6idQuTuh6G0h6gNDTVrX9Zivm1pUolJ/5iZLYXZ2eqx2KtZ8DgKVJ9PcUkjE2qXtZnNzzO3bvJ2g+OjmmIvfEnu7UQ0zS5sA8tjf8mfdai5yN50v6B7nf5yf1FBsSxdBFbF/WFZ+lJ6LQmS4kAYG/EkGmd0kg7m3bD7ZwekOEknWfmPQe3IycD4/U3VcrE8Gdg5rpBEian+yv6wC3A4vbflxSX2A0t3Hj6sKGOdoRtRnU8+MQkZuG+5QpvdeWcUd/uscIbe5tYk+80tVsiZLRm8D2m4WBsAYpk9mG3PfzEOn9tlYw7W6UAMjjJOmxn+05ld7El5Gm8C8Ma3Z2s9BrnbRyqOxIDpO3SWTmIuKwDCCc54taN8PmQtJ8JAvyBNnQTiCH0AzAa8W4HYE4L4u7CU0EJdX6ylxPFOk+Vops/0CcojsIVaFLb8JOBlyt4Pc+2y8oxeHrkwj7n1zULHtrREcdioAbEnrXANITaHHgWneDit0vQdIMDq1vEtuvS5qRUJU3I0XJ05Pehje4zVoaDCnqvof5SbT4kU7PbwFMbnv3QQWbymv6ECrvuY4U9rbk+qxOnNjNiSDM5cPCPV8MqE1tn1rWeX9C7fxWaU78BcmS3OqoPv4kwFD+3oT2/WeyTxxC6pEXILWOm9hepVs/WA+AQp2/n9DWFyCBuKtt39LSif0PUGrSNibf+UOkvvPf5HN0WSZL0qokADYQWN/2qoVpMjdwbFdkhBpFCYSMQ+ozl3YRpqh/vtn7idLC5xnbz0jaHxjd9k6KKMkGpOZ9eyLz3+V7mUIxP8X27ZIOt71bV4/ZU6FQob8itta0wKHkvJ7J9iZdlfkcFtCba9J+TSJXxxD61hzkEJ6ZpOk3VhpaDyvYjhS6fwec5fRHu50Ya59K+jMR71ihGQ4agO3jicE8MvCQpF2c2rTdCFXoo24yDAVQsoTbEwrJfor867e297N9YHHQhuvpxmojqNso1yU01GdsH0Q21EVKRrRlKOPfrkgt1+oSRiLGwkukafX2JAM4waDfpf1R9z0cAHym1PyMU/eSq4DFJE0zCDZAbV9fhVA9a6Ivx5NMx17lHp+Q7Hc9pW5osCifeUpSe/Y4yXqNS8RRHiA0vLuBDWq0q0FkgLcl9S6vk4zZNIReOjnph3Ut+S7atplwd0HSeJK2U9qYQDJBf7d9BKGFfkUURMdo2SSHAJJGkjRVWVtbA4+V9XQ+qdF8BVhd0l6SRi3OSTPG7VN+DkdoonsSxc6ty0s2AiZqV8PVwftkP9kEoGT+fny+WWPV3WOXFAdtdFKWcXgZ6xw69rpvu3Ev27w4aMMD/Vt9NrYzbH9R7uXLgBeJPboBae0DCY5VGAR6bSYNfoz+nUkUDlcg0fc+JHI6laMM1+NRaAJT2N6lUDjPI7zqlwi18aZC8ZmnGLjNGrfW++VM0jfkV4ROcojtS5s1zhDOZQxiSGxi+2ulD9ySxMC/yPaV3TmfdoSiJvZe+f+ewAe2T617/mbgj25h7ZKk40n2ewriOO5s+1KlAewopID7ERIE2GZwNJx2Rl0WbRcS4DiF7FMrlwzQ72zfI+lEUhu4b93f1miO0wOnkyj353VrcWKSJTqFOCW7ukFZ7HaD0rNoTxLpP4QYvy8TRba3ynXonEVbhlyXv5Is0L+IWuj7ZM/qT5qjv0aueVMCWT0VirDGWqTGZCRgOUcFsf41E9p+qxXzG1KUs3Es8h2PY3uNEvWfjgjOPEiorr/qaFrQRgAAIABJREFUCnugBBC2JkbqgaRm9EkSLOjv1MK1XZZb0twkmDEROVM3r3uuVo/2UiPrpG4vW5/YDy8QpdVngR9sn1vYP92SOfuZeY5OGFgXUPzXVs2lp6AkQJYlrIbnWz2fdkavdtJqKNTHq4jxt0Xn1H1PhqKweAE5RD+XdDgxZh8nNI63617blPoiSXPU6CFKD7qjbM9Rfl+P1MfsYbs7FB2nsP2ypI2IMMweNcdDUSrcjBSI90oOeZ1DsBnh02/r1CauQIzWy4hBvxSp8ZqvhXOdCzjY9lKSLiJUk1uV1hELE1rtQCIiMi9RFOtRMsh1hskEhA48gFBE7rd9pqQVSYH1spLmAD53p7qr8j7nAQ/bPkbSb4ExbN9UntuUZDquAT5zk6WqW4V62mfJUBxKRKD+aHv/X/jba0mPquVJBvYz4uw/51BqZyV9Hs/v7gBTu6JckyXJ2vucZDaetf1FK+f1v0DSxLbfkHQHoTouTAK0ew7m9U1xmOrW+aaE+n84Ub5bnjA/HrD972adyc2EpLGIqM6bRHxrU0IlfoFQXU3Ud2dthi1VAoZv2/6bUod8pe2HJY1l+6NG378ZKBlWtWvmsx1R9ujhOjNBKvwUlZNWUBbZOoRTv4kjV93jUSLEOxH6Tj/gDNtzS1qbZAxPJ5HCD5uRTVKa5j5GFJj2INfzFNsX1YyoEqn8sqsiTnWOx97AmLZ3VtSFNiVGxdPA8Y5sb69H+T6eB1ZyXe1FybocRSirdwL/sH1/qwyHQnE8jvRA28X2kiUbfhUp4B6O3OfHEMn5l7p7js2CQj+egNCtFiAKs+9LupL0ALpxcN+DpEWBfZ3WFki6HzjU9hWSZiF1qJPaPra7Pk93opOzNh3JpI0FTD0oI0rpfTU1cDC5x5dQpMO/IPfaA8Adtr+SNKKboFLXk1HvqBRDa14SxBmHZCzvtn1f62b4yyjZnl1IAGpVsscdQEoA/k1Eee6WtARpgfFQM7Lyna5dzVHbm2Tytusp91ahIK5GWEgzEAbD/cRpe50oejYUIJO0OBE9eoGwOi6SdA8JvMwM9LV9SiNjVKjQ7qictE4ovOrRhwU6S0kpj0sK4BcnEtR9geMJnedoIh17B8k6NEVkoRj9hxJqAkTg4CcHUzPG+YU5TEAcj0+IpPEBjpzyLESNaR5yqOwBPb8mpxFI2guYzhGPqTnSPzoA7WCYKnTcpUm243piOD1J6oUmI3LMs5Nsx3ytnu/QoqzZxQh9ZnPgauBR4iQvQDJi6w7i70Qcr1clXU76H+5OirTnI+txR3KNDiRZtne7/hO1BsV5UN09PLntVwZBc+xHrvFyRFDpZeAGcq32JLUTH5N7bPdhiWXRKDo5HGOSM2Zx4F+2j2np5H4BhSa3EaljXIw4mseTgM9n5Hw4nyjPHU1EiJqWcVaEbb4nCpg3AqeRs2rPds9EShq1sHL6ELrjVqS+9WYis/56ow6tOhqkr1/e/2FSnjE9WZM3Uern25EOWqFCs9CbhUMGCadRbI930Ar6kbqTZYCnyIFzAtno/kVqtM6zfUQTHbThnSLR7YBFiErWPyUNUPeKcrxLqCu/JtfhXkk72H7K9u7EILvfBd00p3bFi8RZpzP1QFEZW704AS1BGXsrkgndAbje9tIk4j0tkf4+imSe9nXqtnrc3qYUoA8g0f3Dyfp5jET8xyDZiucVEZERBvEWy0i6i9z7A4gReigJwrxFhxLbtcOKg6aOZsBjKSqfQIRXnNqz4cvvr5SfnTOP+xBjfEpiqH9Jsv9jkgDOJcRJm75y0H5iPP8Y2CpG8se2Lya1oOe0an7/A8aw/RciGPYpERqak/QOHZc46DsTZdSrm+Gg1fbQcg3nIfvV9mRdvkwEOJZpdJyuhNKi6EZJ5xNHaalynl5A9qsDSICoUaxG2BBnEid2hPK+hwG7AhcUB61PdX5XGJYxfKsnUKFroNSCTQ9sCaxEnLUtiTDKHCQyfD8x/JqGkoUZoRxqrzhywiuS5rKbSVrc9mfNHHMw8/iBGLgAG0haDNhT0ipENAUiEtBt2b02xmfEETvX9qvlsRotbDPgqRZfn98Rpb1dSXuIRcrjCwJH2j6v83c4KFpbu6OsnQOI2uxAsmbXcGoEpyXGymvAb2w/VPu7OtrUS6Rgf1/bz0r6iAgfLEmEL060/XE3f6wuRd33vC+wnaRjiDDRR+X5wdY7SJqd9MHcuRid29IhTPAACQC8BfyeBAd6Ner29Z+g07r7T/fO6n+HUku3r6TbiTDP/YTmeAGhSn9JRMQObOZ6qbtOK5Ds7QQOZXsBUie+O7nv2hKS9iXO5TZEyGMCYEtJ89veUNLDpMnzqz/3PkMwTs1GWUSpQXuN1M+OR5RDFyJ7/6CCLhUqDFOo6I7DKBQ52N1IVPATIhRyHlGJe5IoV/Uj6jqXNHHcmsE4EnGCdnCHYuBytq9u1lhDMJcadW9Mp0fbiMQIOx/Y0MNI3WEzIOkkElE+lvD/vy+O7WnANE6NX8ucWUlTkPv5t0RVbnJggO21JS0P3NgoxabVUEct5TFEMW8UUudzM1F2XKRkhsZ06tN+8n1IOopkj28gGaCTSb3pqCSrNiuhU7W14t6QQh2KlYuSlhGPASuSANSxwGnl+eEYhOqa0jduWVKzNontgyXdSLIb25F9Yl5gfDdR9bYnoqy/B8m+eW1rZzP0kDSSo+67OKG0nmz7aqUG8Qng4nJ+/R3YzXXCWg2OW1vb2xJq7TOkD9oStj/v9Nq2CxoqIltPAPO6rjG10rpgf+Bm21c0cbzZyf71ITBCcWanBq4gjuwNRFzllWaNWaFCO6LHUYIq/DxqlArb79neGfgTiRbOTWgo9xH1pVVJ37SmOWhl3NrhcjTZXN+rUbO600Er49Wi6NdKWsCpU7qd9POpHLSf4kSSbbkY+KOkfxLBmf2LcdEyWkkxcF62vUWZ09Ek2FAzFvvTHIpNy1Cu7w8AtnckrQU2Ihmizcg6xvZ3Tn+in2QwihE1NqEcfUtqay4lrTc+IQX98xMVvmECdVH0vYhYxYm2lyBU0eOASyXNWqiPnR204UiPnqNJcEKStiE0tw+AfxKa4zJEUKRXw/bLpJZxmZKJQlKfOrrptC2c3v+C7SQtbPtm0n6idiZdRvo2TaiIbY3QLAcNkvEtGaI1SDP5kYGbnNquBUttZO21beWgFcwA/NP2a/ppP7QPSCnFys2gxNfR1F8m2cwdgZskTUVKF54gypKTEFp3hQrDNConbRhDiQL2kXRQoRb+0/b/EaNtJCK9fTihPjZVGUnSIpI2UfqGfEGEDyAF0t2KkklE0h+A723fBeAoTg0oz/UZ/Dv0HpTI7bO2lyOc/4eBg6hTOW0VraTM7Yfa4W37NtvLk3qhDSQdRySs27rYfnCoM2xGlTSOpPUk7UyMyeHI2nl2CKLU39se4FCJryB1LscDRyk9ApchWYJPu+ijtBJ3kmxh7X75G/ns7wA3S1puUH9UKJELkPqzhwiFawFSG3RV+XlJzSmuwGWEhnuYpOlsf1/W5iQkeNLWkDQnyQTdXh4aVx01i4+Sz7c9Edd6oBlORz3KHnoRoTXOaHu/8tThZA9rZzwB9JE0je2vACSNXJ67h6ijjtiEcWrXfF/SC3M420cSyuM2RADsAeAvtr9swngVKrQ1Kidt2MXbwHqSDixRzkcIF74PKe69283vDTYGoaNNaHtX2x/VZwi6C4rs9ha1X0mtCZKGr6eSVHz2oObYl/9fa/si25fYfrMd5lb/e51RdRahtkGapr7fbKOqO1D3+WYk9TALE4ry8GXdDCTUu8EGFZS+RYdLukjSlLYfs71JMaY+JNfpKNt7dO2naRnuBnZQmliPLWkdYNESnPojqdP7EZJGLs7FTETpdRoi6f0yuV5fEtGImW0f130foz2hiD6NbPuNcg9dD1woaWUA26/TA5w0kpU5HaDcI6eTrFYNlxBH43ZyPjalH1qnhx4m2bQxJE0t6Y+kGfPNjY7VVSjBom+Io3at0paAOifpUJpANy/32PdlXS5Osv9rSFq2jPGg7eeLTTGwkbEqVOgpqGrShiFI+jUwse3ryu8LkYzIbSRK/CaJOs9KFPIa3uhqTo+kcRyJ+1UIR/04239t9P2Hck6zECrT3aSf1lftyPNvFepqefoBvyLSxj+4xXVn9VAaMM9KMhkflMc612D1Jb1yeqwYRqmN2RPYyfZjdY/vCJztn1Ga1X/Lye9HDMCrSO3ZD5JWB8ax/ed2+W4bRV19z/Sk/9l/SH3tX0mg6B3gQqf57TZEzGDV8rejAluTOr/diHrfFZIOJ85sje64HnCt7cu6+eO1FSTNQ4f64HmEpvcAYWUsBJxk+8WWTXAIUSiMW9heofx+FfBnouj4qu0zJI1Lahk3cpMb7Epaigi1vVr+7U7qIe8E/mb7sc7ruV0gaRSXtgBlPxlAgr23E6r5FLbnbXCMzuvyfNuXSTqMrMuzSG/Tz4eVfaxChSFBpe44bGEComC4AhF8GI7UGJ0LzAJMRyKeZzQrElUctEmB4yS9RYp9Nwc2kfSMu6mpaacM2VOS5gIOIQfhpWWe1ebOTzKIZ5P6xP5EjOPBNrpOvyLZpc0lfUjUvSYq/5+a1FguT1pK/H2w79L+uJXUkh0o6TXgWNv/Jgbw3cDPtQNZrlCL77H9ku0DlCbYhwOPSTrC9rklMt2utS7/E+ror/2JQXcXcdSuJv2uRnVq8Cg0z90o9OaCiYGPKJkykh2A1Nzs7FKjJOnxnuz8NxHPk7q9HQj97GHSi3BsQhNdQ9IM7iR+0aa4V9JE5AycCPiaOJ7bS/qBZFzPdMSmGt4D6wKYK5MAwi2k3OB1orT6k8x2mzpouwCrSHqF1Lo+Qiihy5OM/3lEiKxRdF6XNZbPjCSAdW2ZTzucTRUqdBuqTNowBkmjEarfGqROZ/eao6RI4R9EJLybFilUlL+OIsb+hyRz97vy+1TdZewUKtxWwHuOLPsqJCL+F9vXd8ccegoUlbHZCc//X0RufHTg40KTazkUdcmtiAT6RSSavwDpj2bgGtuXt2yCTYDSvHpEkr3ZAliUBFZmAR53ejkN6u+GJ0IHkxOBi2eAR9yhpPob4sACLOIe2tx7cJC0KzF4/wr8hqzzqYHLbZ9YsiIrAFPb3qvT345J9qj7yHWbFxjRdj31rdej3iCWtAERnjnd9gOSFiZOW59WMSaGFMWhn5A4ApMRAYrbSe+tSUi95nUko/VUk8asv3bbkob09xNhn98Rh/AR0kKkLduFlOzy9MRmGI1I4C8GfGh7r1pGu4nj/ey6rBy0Cr0RlZM2DEHSFLZfVqTmdyMHwjeE0nO2pDOJ5H7DyoZ1lLnRalk5RQp7FNJn6AtgLttXNjrW/zCn+Qg14tfkAL6WGLLfAdvbvqvZB0tPhaR1SSR8DtIH7RhJG5N6wpaq2dXTfkqmaD/SFuDQUrfwZafX99jDW9LMRGn1kLKeZqEYQsBktg/5hb/vT+rYxiM9vR4HnrA9UNLewJS2N+7Kz9AdkDRqLVtT9pndiUrruUqt3njAEsDotk8urxuRJBC/Lb/XWnJsS4zkrYlzdwARjbgMeMzDprjK/wRF7nw+4KO67OJmREX16B6SOaupnu4CvEIM/7VJUGpMchbeUYJBI7qUCTR5/K2AIwjV8qzy2JQk2PSm27QWrWQcHwZmqgVZlbY6M5LreU6zrle1LitUGDwqJ20YgaS5SeT40fLQrES9cSoi4T098JbtlZs87r3Ac6QuZEwi1PGw7X80c5yfGb/mLI4LTEkM1uPJ5+9DaHMbkIbNTet709NRMjhnkGj4Erb/o8juH2j70nZwfOq+27mIo3ao7Xs0mKa6PRElenwikcbfss453QWYyPYOg/ouJPWr0frK74sQ0Z6RCYXvG0JLW6KnGzfl+5/IReGy0DdPJmt7N9tXlcdHICIMHlx9j6TxyfWZw/brijpoXxLQmYfIeh/X2wM5iljDAEKZn5nco58SA/oTct0fad0MhwwliLEGOZcmIE7nLkpvxTXIufAGMK7tpjcsL47NUaQE4EfxnnbYX38OSg3d5rZXVl1NWnluO8KQ2a6J41XrskKFQaBy0no4ShR5JOAHYE1yoA5PGj1eUF4zPCn23sR14gQNjPljNkrSr0jx9fgkc7dgmc9G3UkxlHQzcAewCnBn5wNE0sHAaO6lTWkljWj7G6VAezTb70haktTs9Sd0ltddBBZaNMf5SOPg/xJrUIQ0pnV6pfVolIDCLERa/52yPv8CHGb7X+U1qxAK6hGDMuaUZq9/JDU0tXU+FsnCTUXWwem2T++Oz9SVUHokYfvF8rnftf1GyQbvRYJEh9p+aAjeqz+5bveTer81bS9WnlsMeN/24130UXoUitM7CqHnrUGyUZMCGxLBkG1aN7ufR1092HDEmZ+f1NVdRc7KyYma46rkc/3NTWq1UDf2dOQsfIe0iLiABMX2tv2XdnbUyh71D2Bdp23Nj9lsSQuSdbfsoAIhQzletS4rVBgEKgn+no/5SWPfNWz/naggXQCMX7IlEOnhB5vpoCk9nY4hClkf2z7D9h9INm+r7nDQ1NFIdT6iTnhQeeoMpVfcQsUpgQipLKHU7PUalO9pRHfUJJ0G3CPpYpJtOYf0zNuYZBwHK/XeDdgPeLXMeYpOz10NLFwMn56OWQhtaGz4sen6c8BmhaIHKcwfaXBGXFnL6wBLSrpK0my2P7J9MfA+MWqGBQdtWeKc1xQEtwYOlrQacCEJMPyHtC/4Rdh+EvgDEcTYFHih7rlbKkOwA7a/tf2J05ZjQxJI2I7sEw1T5rsSdetmRdtvl3WxKalj3IpkZsYita2fuEktPMr5aElzEFGN9YjAzVu25yaiG0t1mmM74iNCC72yZOmpo7juT9ShmyZ0Uq3LChUGjSqT1oNRDNkFSZRuVmA7218r0uS7E2GIe0lUfSXbbzVx7GuAB4kq2grEiN7f9rPNGuNnxp4d+NalyLtch3UIpfMr25uV6PufiPP6lSLpPrPT6LbXQNJeRNXzJCIMsidRctyRKCTeBVzVauqSpK1JEf/epIj/ZuK43FOLcEs6iwhDXNqyiTaIknmejwgYTA/c5CJ+ImnikiGajDQV39tDIG8uaUZC/3uK1KJeSOSqb+yij9EtKBnG7cg+9joJRr1G6oqWIFLmV9m+U1Lfss6HSMa8GOQTEZpbZQAOg5A0ClkLY5NM61UlALUYMA7wIqn9/E+zaHR1WbSryZqcDvid7dUlzVp/rw3pvdqdKPVy/UiW/2ul9+DshGnxIAkuTW17/i4av1qXFSrUocqk9VAUOsJ0pD5gLiKOsVLhj39le39gD7K5HtNkB20S4iQdQCJfa5N76Wmlj0pXYxngdEl7SBrD9sukP9IywEVKv7gTgKddlAptP9CbHLS6qPBjpE5xK5Itu8H2e6U2YhuiiHdAoTa1BIpU+k7kHjoVuInUIixGJPgXLZ/nI/I99zgoWJo0zxWwHKFBrS3pDEmjFwetH/A9+d76Dcl7l8DIosSxfQb4rKc7aPBjhvEcUjv5JbAribafT+6XgcAektauW+dDZPQ6eKMyBIc9SBpOEbT6wvZyJFi3v6RDyVl5P2ERrAa81iwHDX6SHbuDSPyvDxxYHvs/pT1O7bXt5qCNRCiOpwFXlKz+BcDfyJ48BXApsG5XzaFalxUq/BRVJq0HQtI4pDfUe8SYWxFYmhR3H0KUDVcCRrB9WBeMPzGpfXuGyIbvTbI0p5GC8pebPWan8UckGcS1SPblL47YxZbEYXwP+Nz2+uX1bRex7C6UWq67SNH8IqQG4zjqGiVLmtz2K2qR8qWkP5EC/i9Jgf3Oti+UdCsJAjxBHLgXCW33g+6eY6OQNAGpiRmPNA+fxfaa5bmLydqdk9SwnA0MtP3hUIwzAjCye7hYSGcoym/vk/qoUUmT86tKhvzVZgahKvRsSFqO1HPeSc6oyQjT4kVyTj5LeodOYPueBseq0f+nIcJVd5WM7mpkTd/niG8sRtpFzOo6wZ92QilfwPaOkv5GWp70I0Glv9h+roXTq1ChV6Jy0nogSuZhTWLUrk5UHO8jHPgviRT3F6SP1J1NGrN2GG1EFJi2Ls7S9YQyIuDftndvxniDmcMYpGB9/ULp7AusTCKi7wMHAy85cr4j2P62Nzpodd/V5sBathcuj09GnNu5iTNwD3HWWrYJlKzn5STTtz2RWx6RRGvftb28pFrd5SK2X2vVXBtBuXfnJU7ahsDBtm8v62lN0hD2G+AEVwqkwE/UPZcBVrW9iaRZidrbHGT979VT74kKXQNFmXAuUm/2GRE7ua8E8vqQjOwuwAy2323SmPcDp9o+Q9KkJEs+O3EG3yJMl4tsn9yOZ5KkCYnK5Wa2T5N0A6EY30f2rLFt79LKOVao0BsxfKsnUGGoMDsdh89kpFHnvsQxu5eoGza1xqgY/SKqWC+Wx75RmpzuSHj/+zdzzHoUx+NTSTU1vDGA8cqheBOwEam7eknS/sDbZY5tdRh2B8p31YcYIqepCIfYflXShSSSPC9pEv0gqf1qFfYmjtlaJEPyt3Jf3Uecf4i0/A22X6vVfLRoro1gJuJULEJ6/tyuiNgcRLLP59Ze2KqMZruhbu1uQcee87ikF0mGdQ4iAFGhwo+wfYOkB0mt9NLAuMD9kn5l+11JHwCXlf8P9X5SV3+2GfCN7TPKU+eVn8fYnkbSDKQnWi273VZru3yOtxRp/U1LcG9020uV5ycG/i6pvyPwUaFChW5CVZPWw1BqVmYg9TlLAx8QI2ZkchgJWEodqobNGLP2XguTDMfvJc2hNBZ+zfYOtjeo1YV0BeqMVpF6pSOAJyWdDXzoKDvuRaKnfXuoId8wVBQvgUPLzymAXSUtqPTW+qY48OeRBsotc9AkrQh8aXsnYBrgIeAcRUDjIad322SEurtfq+bZKEr96DSEcjo7cEV5anuSzVxJ0nmKqAiVg9aBck2eJrV7J0ma1PZntm8HTnHEDRpW5aswbEDSFJJmsv0RqaN6l9ClZwRWLjTEjUi9dkMoDpqIMNfuZfz9Sc/DfYF1JV1C9rhP6/+u0bGbjBmU2u4TgCWJcNPIko4sz39DygqeadUEK1ToraictJ6HfoSytgcpTt4SOJ0UKX9KDN25iTDBUEMd8vbrAuspPVJuI5mAJ4n63EaSplT3ik4cCNwGPExqAL4APpS0WzHsN7f9Um813EoWbTxgceDXRDZ7QkKxW1fSbCWz9qHtJ1o4VUh26QpJA0gN4Q6kxnKputfsAVzsSGQP14YGzpDiNeBuku0dIGkfEmTZz/bqRAToty2cX9ugfu3aftcRuVmJCIWcpggG9XFpsNuD74kKzcf0wFWSTiI9IF8oQaBbiL2zM3BeyaI1tJ/U/f2zZI8FuAhYu5yVO5Cg4hxD/3G6BQOA5yRtbftj23uTvWkSSU+QLPaRvZGVUqFCq1HVpPUQ1NUZjUOohdPYvq6ILnxBNtI3ibTwLsBiLsIQDYw5Mome/cH2XUqDXRGFp3nLOH2B9dxFYg51n3tUlz4tigjDUcRJW51cj8sIjWSm6jBJjYHrxBQkrUGMlk+Ax4Eruuo7G4K51WqNViKO5LlE0GRSQnn8xPYOkhYC9qzRbnoqFDXUiWw/WH6fkdRSTk6i/Q+TrNAyrZtl+6CORrYaiey/TWpj/k16zG0M7GP7ny2cZoU2Qd0Z8RsiyiOSeX8PeNn2OeV1iwF72F68yeMfQpzDddzRj7LGQHkMWNppxN62VO1Sx7cXER070PZ15fGVgeVsb9zK+VWo0FtROWk9DKX+6nhH2WwkYty+RSgcwwOvADeWSN7QjlEzkk4kCpGbSZoWuIFkAz4n0ci7JC1l+4ZGP9cQzOks0k7gBDocjVWI7P7+pd5qFttPVTU9Hai/FsXBH0CUzzZv1TWSNDpxzvYm8s6zE7XSpYgoxGfAscTQOtf21T35O5U0JongH+M6xUZFYOAoQnvsY/v1nvw5m4E6g3sR0o5hH6LoODJwh+1zarVFLZ1ohbaDoga7S6Fz14IjBwGjAH8kTsh5ti9v5jorJQgnk759N9m+VdJYRN3xU9tb9IR1XdgzA0j5xHOkVvb11s6qQoXejcpJ60GQtCawWqFHUQqWzyJy+HOR+rQXbD/ahLH6Ehrlibbvl7QbUDt41iLG9GG2H250rCGYy2hEkWsnUo/2LKFd/ptQWMYH1vQwJjveTNRHcSWNafvjVhgOiqDJxCQz8hah7i5J6EjnkHtuIKHTftiTs0ulAP9GolZ5lNOzqUbnm50EOzYn9/Z37RplbwUkXUCCTX8tvy9DHNqlXak5VqhDycgvTCj/+5N65aNtv1z2m/WJ4/FebQ12wRxmANYjtaczkmDpF4SF8k07OmnFuZyI1LfPBLxAaNffkd6EE5Ds4GUtm2SFCr0clbpjm6NEt2YmamZrkQwDknYmNL/RCcXvlFI/1pT6MKfXS82Ivt/24XVz+hOhaU1PqFpdCtsDJR1BPtsShG55PqnHmwiYj9Th3dzVc+mpqHcAbH9cfna70VCoqK9K+g/5Hi8hbRzWIXVpV0laFLiKopLWzjShX0Af0jrgNVLHWXPQpgYOJ/3rDrH9basm2G6oM2afIFTqGj32OklrA/3J9azQy1G3L8xEmpwfQ5gW/YD9JO1aKP9nSrpsEH/XNNh+TtKBpDZtMiJY8qLbtA1McSqfIYHdJ0nLgJrDNhIJmo1F9qgKFSq0CJWT1uYo1J85gQuJcbJyoUktZ3thSSfTobp0ge3vGh2z7hB7ENhS0j+JrH9NvXEm4FfEUeoS1NGexgd+KIftHpKeJYqFl9neRlHOG8n2G101lwrNQ6lrnB14hBTZ/xNYA/g/4HpJpxCD4R7bNdn1HuegKXLVJxWa7jbACpLWt302iVgvIek2ssaub+VcW4lBGMzDEzUa17yKAAAgAElEQVS5W4CzJH0OXFvqE+cBNmnBNCu0Ierum4mAQ8i+MrntBYowz3TAe4ri4gu12rSu2k9KPdorwCv193W7OWgFBv5MSgg+JsyFt0qZw2glMDpifY1dhQoVuh8V3bHNIWlsEtE6nDhqTxF59THJJru67VWaPGatJm18Uus2Ecnk1RyhPYG/2j61meMOYh7jAX8lwgFfAseT+oIdCSVuX0dquUIPgKQNCe3oWCJDvztRn1wbWAy4Gji5Jzpl9ZA0HXEmXgauL6IBM5D6qtGIQfQmcCvwaxdBnN4MSfORvcZEUGUb4rCdSdb+a0Ts5qJ2zExUaA2UJsxH215H0t9J8OcEsv62AR4gmaHtqrPip1D6jS5F2DITk3YgF7pFglIVKlT4b1ROWhujFB9vS2hhA0kR9O6EkrA8sBvwKPB/zTJa1KG8Nz2wKRF0WIAYTrMRmf9rbJ/ZjPGGYD6zAlORlgKLkezdqETh7W7y2V/pjrlUGHoUmt+9pEXEmKSe8DgiT70fsCJx2Lay/X6r5tkslGz3pSS4cQ1wiyP7vRwRChkIXGf71HasV+kO1GXLdyA1pveQDNoypE7vj7YPlTSd7X+1cq4V2g+SFicBxJfJubQ/WWurA/cTGfltbD9QXt8r11lnlLKICYF3bJ8taXJgIdICZHgi0HPez71HhQoVugcV3bGNYfsjSe8TcZB9CJVigqICdwFxUtYATlR6nDTsqNW9x6nADbafJE2j+9n+pNH3H4r5PE6UHC8rmb2FSIH4qKQ+paI59gz0JQ7/RySbtBzJkj4NfE8EYJ4mWeMe66TVZXnGJY7YGaRmcnJJT9i+GrhadS0SeqPhWLL1PxRRoM2BNcpaB3hY0hnAUUpj4qqJboWfQGnDsixp2/EAcCdwuO37SC+9/sCYNQcNeuc664xCA12OsBaWlTSC7b9JupgE0FYijm+FChXaAJWT1uYodS2vANsRid8ZgYcLJex1RSZ/9EYdtDqKYx8iRvIuMaKRNLztTyT9Hvhnq+q/bL9DKJ+QJsjj2P6uoj+1P2x/KelUIoLzW+ByQm17itxrU5KC/9FaNskmoO4+XA84yfYtku4n0tYHS5qJGEO9uiC/jtJ6PPB+zUEr+0+tHcGnRFBm7xZNs0Kbwvbbku4iLI+RSIuLDyQ9Zfsz209KmlLSZLZfbe1s2wOSfkX2pbnLeb46MIfSmuVTojZ7C5Hfr1ChQhtguFZPoMLgUZQdIdQNE9rfQpKOKDUu2P6mEQ55oaFBDGRsf1/U/94BDpM0SXGExiW9ZgYO7VjNQm3Otc9dOWg9Aw6eAs4mWeHRgUUJ5XEGYC/bj7Vwik1BcTROsH1xCX58Tpqt30eonpNWUf0fa2JuAsaUdKGkmcv+UxMrOAcYrW4frFABSRNKGgG4jgiGXET2km+BJSXNLmlBIoRROWgd2IIIftUCYVcSmvl9JPh5CzCfq1Y2FSq0DaqatDbEoLjzkmYj6mbnEYrjAqSu59BmOCmSLgXGAXa2/VAR7TiYUM8mA8YDHrW9Z6NjVagAIGkMUos0F/Cm7ZNbPKWhRqHi9gVec0fz8PredLORXmmLV5nfQNLGpMa0L6mvXYXQsPYp6nIXAc/Z3mcQKpAVeiEkTQZsSOpbnwQ+KEHEjYhK4a9Ia5prgFdLwLHXozi13xMBslWAC4hYiIAdiOP2JrEJK0XHChXaBJWT1oaQtBXwuO27Oz0+Ti17JGlaoL/tS5sw3qhEcW9jslHfRRQUIY2GxycSxlVTywpNRzG8xrf9UKvnMrQo1KsHgRuAZ13XcFnS/CQTPontCwp9uOFWGT0ZkkYmgjEv2D69PPZrohw7HbmW89ierTxXOWkVAJC0DTAGccruAd4DdrS9U3n+JuA+2/u2bpbtBUlHA8fZflXSVCQDuSSwv+0T6l5XiatUqNBGqJy0NoOkJYnK3VXA5aWmZQzbn5Zi6BWITHnT5YQl7UXk7icizUFPA46sjKMKFQYPSZsBCxM1x2mAT0j/tycJvfH/gCt7shPaFSiU7f0I/fUml6beRQHzKKLueFaVeaxQg6TfAkuQ9dWPqA7PArxie4/ymrVIH82vWzbRNoKkAcDGtn9XqMOjFXtiUdLOZxRgS9u9uk62QoV2RMX1bz9sTaiMXwAzS5qSjgauH5HvbI5mDihpxPLfp4hB+RChVM5HxEmWbuZ4FSoMKyjqhBuQNToeqeWEKM+tTChFrwGbSRq9JZNsQ5TM2HOkFmZpYOFCyaIoYM5o+6zye+Wg9XJIGl7S1EAfQpF9jtRUPUsUYUeWtJykyW3/w/bXdfXWvRblGhxEgiEA+1JYMrZvtf1b0m+1sgUrVGhDVOqObQRJm5LD51PCG5+JROdnlfS27fMkPUOavt7cwDg/oQ7VOOi2r5D0PbA4cKDtlSStR2rfKlSo8N/YnzgaUwOr2F4cfuzv93vSj+hu4Hnbn7Vqku2G2v5j+7JCfdwBWEzSzcDXtu+SNJXtF1s60QrtgvWJaNXFRB12Y5Kpfo/UaQ8kNdvjkbYX9QqivRlzEZGmBYqK4xqkeTUAkpYgWcc3WzS/ChUq/AwqumObQNJIwEvAEbb/VIQ7ZgbWJNm1XYixtxRwq+3bGhirJre/GVHFuoXQtO4BviN89XeAg21/1cDHqlBhmEWR0z+FDqrjIUR8ZyrgatuvSVoNOABYwPaHVW1VB+pr8ySNRbKR45DMyPTANbaPbOEUK7QBinOxPRGYWRzYlig5/ouoE75j+9ri7I9m+71qnQWSRgFmI47ZiiQTuZztd4u66hPA8rb/08JpVqhQYTConLQ2QaEc/p4cQp8SdarTiRHYl/QKOgO40/bFTRhvMuDl8uu5JIO3bhl3VmBe0pvtjOqwq1DhvyHpfFJPNSKhN+5MamVOJ0bkpSTIMp3tDVs0zbZGaVegOmetX+nhNAnwue2PKoO7d0PSwkR4ZxVSj3YBqc3emdCJn7D9RMsm2OaQ1Nf2V5IWIdTiCQkTZ2nSo3Dblk6wQoUKg0VFd2wDlCjyusDIJKv1DelJNjZx2G4hYh7HNyviVafydCihQGxCCrCnIM1BVyAKk5VxVKFCJxSBn/GA64HbgVWJMuGxtk+QtDcJrPQjmfBer1BYU46TtCxpXn5m6SFX65n2fXHQZPv12t/15mvW21Hui/eALwml+CRgdeAtogJ6u+3nWzfD9kQ52xcnwaPpJN1JMvoPkrN9aZJdm7Zlk6xQocIvosqktQEkTUzojNOQ/i83k/5RbxMq1SWEsvCs7Uu6YPzliJLj68BWth9s9hgVKgxLkDQh8DmwOQl2XUKCKEuV5y8DTrJ9c/m9V0tb1zloo5NeTfMC9wPX276i7nW92pGt8FOUVjPTEYGQN0tGaANSa/Uo8GvgAdvnt3CabQdJ9wFXAE8DjwFHEFtiW9sXS/oN8K3tJ1s3ywoVKvwSKkWfNoDtN0hvsvuAr4F1gEmBO8jmOjehQnaJRK7tq21PCFwO3C7p9qKm1evVsSpUGBRsv0XqOyYlcvE7A88DSFqTiF/cXPf6XuugFdQcrz8TkYeTiPDDGpIOkjQ7VFmzCh2QNDbJVs8JHAcsVDLUdxHZ+EeIkMjELZtkG0LSlsCHtg8jtbGv216HNAFfR9LIth+tHLQKFdofVSatxaiLMM8AfEioHZsQCuLlxPB7EBjT9qvdMJ/RSM+UI7p6rAoVeipqohd163cqQm/sSyhEA2w/2dszaPWQNAERA5mj/D4eEYFYhGRKrrF9eZVNqwBQJPdnJ21hLgVWI2trVkLJH972G5JGtP1Ndd/8KED2JREDuaY81peUUPQFbgO2rno2VqjQM1Bl0lqEWpaqGHizEbrjh+WQ+YrUujxDuOP9u8NBK/MZWDloFSoMGpKmKYGMSYugwYmSTgNetj0AOIdQH58rRmPloHXgC+AjSQdIGsX2e6Qm9i0iuLKppIl7u6FdAaT/b+9Oo+0qq3SP/x8CRAHBkoAIRacBaUQ6EYUCpCtaoVALpAAFEQqQRi1QNIVKSrxDGmmkUUFBQVQQBGlEA9IjSkoa6Q1NQELfBCgghOSpD/Pd4Uhd7y3lJOucs5/fGBnss9bajDnOyN5Zc73znVN7UuX/a1Mdh28CZgLfoUrzvwNsBH82Qqav/96075tpVIOxsySdCNA6NMv2C1SH6GW6izIi/hpJ0roz74DX44Bb25P55YHzbR/V2uyvQJV8RESH2hPpDagy5EOpZj+3Ad/oJWO2L25lRjP7/aYRXn0YBWD7Weq7bmHgAEm7UuWPz9g+gdrjt/7/7f8T/UPSXFSJ4xLAOsAvqAHM19s+jGrH/15g0c6CHIIGzB7cnRrf8w5Jz0rax68OhN+eqsyJiGEg3R2788+S1qdmoy1g++h2/BzqH6QJkj5IzUQ7r6sgI6K0J9LflXQuMLUd+7OVMkmjbU8bcFPUtwaWn0namVoJuYp6mj8W2BG4B/h8e8ubgDd3EGoMIa265Gqq5f6t1F7tjwB3tL9Hm1Kdj9/YXZRDT9vDtxnwNHCn7c3aav+pknanKnTOsD25wzAj4q+QJK0D7UnhBOr3fxjw63Z8d+Am2xPaYM4DgX06CzQigFlzBT8OnPnaMRit29x81M3jJEmXARNS6ogAS+p1lnszVbb2I+pm8auzLpQ+Cyxj+6QuAo2hQdKq1N+VB4HJwGNU+d6PbR8m6R+ApantAN9p78letBpr8Wnq4dHCwP2SJgHftL2spEOAXaiV7IgYJpKkdWPl1lTgDVSHqssknUmVdnykXfNF4D9t39ZVkBFR2lzB56gmF/dI2g5Y2/bBVOnyQ9SQ2AuA3/Rrgta7YZY0yvaM9nT/nbbf285/khpb8LSko23/VtJ81DzIDNWNmVQ53j1U99Q7gC2ATSSZGt1wAvBz29PSmGeW44DP90b0tDmOW1HzVvez/R+SvtrvyWzEcJM9ad1YVtIt1M3KAbZPA+YBplAtcj8FbEzte4mIoeFKYJ/WpfAGYBFJb7B9MlVKNMX2qW3vVb+aH2BAuefWwMqtTA3bp1DDiB8EprdjL9g+xfaEDuKNoeVW27+hEowVgCeAQ2xvSDUQ+ZPts1uDjIy2ACTtAtxn+5zW3RHbvwK+BKzYWvL3fWOViOEoSVoHbP+c2gx9le37WonHklQjgnOA3YGTbE/tMMyIvidplKR5AWzfSA3QXdf2n6gko7efahzwvfaefp4v+K+Sth3w863UUN2PtK6OK9t+1vZBtn/fUYwxBLVtAL3PzlLA6bYfoR5c/oJqqLV3u3ZUR2EORZOBSQBtdVFtLMFU4LukwUrEsJUkbQ6S9HcDfjwbWLa9Phg4zfZ91IboR22fPqfji4j/4UvUTeLy7ecLgVXa60OBN0r6CvBcby5Rnz+x/pbt8wEkjQcetv1vwInUKts4SZ9uN5L9nMzGa9ie2ZqGrE41lXm4Hd+Tarv/75KWa8fSmOfVz88zwD9K2qGVGbs3loDqkpkkLWKYSpI2h0haErhF0tfajKCJVAfHTai9Z99ql34KOLazQCMCAEnrUntE3wrsIGlTalDsZADbD1P7ej8PfKa9p68TD9v/1fKv+akOjpdLGjeg/OpKYHK7keznZDYaSWtIOrGtpAF8GTiirQrN145dTlWaZAXtVQsB2L6F2sO+MbC9pJUkzS1pHSrZ/Y8OY4yI10H5d3LOkPRt4Hrqi3QssBvwR2Cs7TvbNfsC77e9U2eBRgQAks6imhQsDWwC3AncS43NuMP2s62ByFa2P9nvTQwkzW37ldccey91A7kkdeP94wHn+r4rX8xqHf8DqrLkOmBx21u1c6NbsjYeeIvtffv9c9bTRoGMAT5re6KknagB3wsCqwO/pZoYHd9hmBHxOqS74xzQ5qEtbvvUtl/jSOqGb2dgLUmXUjd+61JPmyOiQ+2G5w3U3pgDqfb6TwM7AFtSzX9utv0zSRdAmhj0EjRJH6O6YF5B7b3dHtgG+LqkJ2xf2q5PghbYfgrYurXXPwRYsu1dvK0laCtTDWg26L2lq1iHirZS/QSwLXCepEuobRM/o7ZMvJ0a/v3yX/6/RMRQl5W0OUDShVTJwZLAtrZ3kfRW4KfUTd87qKeIl9h+rLtII6I1CpkA7At8AtgV+Bxwu+1r276YDahSyP1s/7GrWIeClpQtbPtoSWOAG4HTqKqB+4AzqTJH2X6us0BjSGpljrPKXyXtQZUQTwQ+Ru1Hm2j7m1lF+3OSxgGPAotTc9B+AByW31HEyJA9abOZpE8Af6K6nH0aGCtpL+Ao4DHbU3j1C/bJzgKNiJ4vAhdRg2FXBs4C/g5YQdJuLSl7CFgwCZrmpVYcV5B0EvAV4HDbh1CJ7O+Bg4CjqRlYEX+mNQxxr2NjG2mxEnA39TkbY/ubvWu7i3To6HWcpe4r9qBmy21PlTk+2OakRcQwl5W02agNq76YKpU6jJrxcryko6g9LldS5VQTqaf053YWbEQgaSxwke13SjoD+Ak1A20b4AxgT+oBy+FUMnJVvz/db99z7wbWAdYCVgX2sn1NO780sH461sb/hqR5bE9vr68DDmor2H39OftLJG0NfAAY3/bJ7kztRbun28gi4vVKkjYbSfoX4OtU57fdbW/Rjp8F/Nj2uZIWsf14l3FGRJH0QerJ9CVUE59d2v6PM6myx/2A9wN/tL1/Z4EOEQNvnCUtBKwGbEd1nruL+p67f8D1aRYS/0+tjfwMSZ8F1rK9Y9cxDRWS/hV4E3AZ1YDsWmrI92FU2eNXbb/UXYQRMZjSOGQ2aW32z5T0CtVWf1o7vjUwrSVo77N9faeBRsRAVwOPURvv75W0DXAbtUn/OeAeYDPga5CkgzZ8WNLB1Pfa0ZLuBdYG1gSOkfRl2zdDmoXE/19L0BakWu7vAPmcAUhaCjip/fhDqvnYoVRp9tLAR6nvrFP7/XcVMVIkSZt9viTpDNtnAWdJ+oKkq4G/Bz7crtlI0p22n+kuzIgY4ENUGfJNVPneqtTq0NLUMOZlgQtsP5Lyq1k31AtQTVbWa4eXAh4EHgdu7SVoEX+FtwAn256Uz1mx/YCktwP/h9p/9kngXcAywGiqJPvmJGgRI0fKHWcDSe+jnrR/mfoyHW/7cUmLU00J/p7qHrcKcKDt5zsLNqLP9W4CJW3Aq/vNbqdWzuYFlqP2XC1GdSxc/bXzwPqJpDcCy9q+vf28CvBN6in/u6iy0D9QpVfXtWv6fiUkYrC0ipyTqaZkn7L9u45DiojZIN0dB5mkFan68LupjnAvA/8iaSXbU2zvCxxBPQV7JglaROcWbaVEu1F70TanZhkuRq0GTQcuoNrJH2L7ldY2vF/9I9V9r9dl7laqA+ahwCO2l6TKRrfvvSEJWsTgsX2h7bcB5wFXSLpC0tyS1HVsETF4Uu44iNqN237Uxt5LqRKENYF5gDGSbgMus30tsHqv5XBEdKPd1CxFNQZ5kWp2sTi1Mf9uar7hhdTm/FtsXw792wpc0oK2zx9w6N+oId+XAN9u5Y+LUc2StmzvSblaxGxg+zBJxwL79PPqfsRI1c9Pg2eHuag9KzcAK1KDcO8EjqGeyH8OuEDSP7frc+MS0SGX31FlQw9QK9xvoUZnLEuV7z0N7EV1T+t3+0s6RdIH2s+PAOsCBwBbtREGi1IrjhOToEXMXraft31413FExODLStrg2hWYTM1TWoiahXYBtbF3c2Afan/LhsDZKQGK6Jakw4AlqCTtZipBewZYhJqJNg+wMPCj3h6sfiVpbuC3wAxgt7b39hSq5Gp3qhPfJKqK4DvtbfmOi4iI+BskSRskkjZqL48E9qa6wl1OPZ3fjrrx+x3VmemQLmKMiP/heap740XUQ5Wr2utdqcHMJwETUkoE7XcwQdIfgPdSD5uOAX4JHEuNLTgImL/3ACoPoiIiIv42SdIGQRviuirwEvAQcAVwOvAstXr2HuALwAeAibav6STQiJil7SG9iFoBWgYYQ81BuwNYmUrYXm7nJnUS5BAiaR7b020/Avy8jRT5IDXce13gHNuf7DTIiIiIESJJ2uB4tg1xnRfYCDgQ2Iq66QOYbPs37fx1XQUZEUXS5sBUanX7ZuDbwAZUgrYbVaZ3A3CN7b5P0ABsTweQtAP1u7qdqhb4A7Wq9ilJD9i+q7soIyIiRobMSRskkhammgzsRzUJGQfsD1xi+/ouY4uIV0l6C/B9YC/bD7XxGLdLmo8qcfwytdfqZtu3dRnrUCBpY+Be2/dJWgc4BxhP7bOdCRxn+3JJq9m+qctYIyIiRookaYOgzUbbl2o6MLa9vht4B3A08CvgSNsvdhZkRACzmoU8afsbklYFvg58tiVqW1L71J4HVrP9vS5j7ZqkMcDPqL21pwOrAE/YPrWd34PqWvs+2092FmhERMQIkxb8r4Ok5ducpSeoFbTnqafwjwNfovazfIyav7RwV3FGRGlJ2XrUwxOoeV6TgUMkbW37YttXAesDv+4ozCHD9hNUKeN/Age312tLWliSbJ9MDbNeq8MwIyIiRpzsSXt9Pg5cb/sCSe8GlrB9saQrqJuaTYAF2zV/6jDOiCjLUN0aLemjVIOQzagHKrtJWo4q43vS9v2dRTlE9JqFAN+Q9H1qXtwHgZ2AW9s+216TlYiIiBgkKXd8HSQdALzN9sGSzgeOo+ajbWd7F0nrAUcAH7b9UJexRvQ7SW+jyvXWAKYD21BNL6DmoW0FXNn+nGH7hS7iHIokbQWMtn2upFWAzwMrUd1sj7R9paRRtmd0GmhERMQIkZW01+cqYHNJ21Ab6K+gbvD2aOc3Ba5LghYxJGwHPAVMALalOhNOpQbOvwjcC9xq+yKAVs7X90+xJM1DjRh5e6sY+JntnSVtDWxp+0qAJGgRERGDJytpr4Ok0cB3gbWp0saPAgvaHidpJWoQ7ta2n+swzIi+J2l1YE9qv+g0qkRvP2o1bT3gfGrO4Xq2/72rOIeq9l23MTUTbQngRmou2pR2PqtoERERgyiNQ/5GkuayPY0qb/wd1TRkD+CEdsmBwJlJ0CKGhPuAM4DHgA8B11LdWMcAV1MJ3KZUJ1ZaQ6C+1QZ9I+k9kraxPc32xcCJwP3Ud90WveuToEVERAyulDv+jWzPbC+PBu4ElqcGVa8oaUeqici3u4ovImY9TJkJjLJ9raSbqAcqywHXAz+hmvzcATzaOjvSj2WOA8s7bc+UtCD1EOpYSTsB49pg7/GSxlKt+VMWGhERMRskSXudbPfadE+RNAPYCNgAOLy7qCICZiUbCwFXSroU+KLt0yQtQ+1PexR4AzCR2k/at3qJlqRDgUWBRYAfAf9AzUL7haQrgfmAO2w/lQQtIiJi9sietEEmaW5gedu3dx1LRBRJ8wFHUp0dv0YlZKOpkr0Zts/oMLzO9VYcJf0TML79mRvYEjjA9tOSVgT2B24BvtXGGCRJi4iImA2SpEXEiNQGV48FrrX9iKRFga8AplbPfgrcDuwIHN32mPY1SXcB29u+WdICwPHU3tpfDbhGLUHrlZJGRETEIEu5Y0SMVGsAKwCLSpoCLA381vb3JW0M7AK8GdjV9rR+XxWS9E5qr95hkva2/aCkJQG186Nszxi4b63DcCMiIka0dHeMiBHJ9qlUc4sFqblom1LdHbF9GXA2sIztZ9qxvk3QAGzfZXsu4EHgHkk3AC/Z/mW7pK87XkZERMxJSdIiYsSRNC+A7euB86hh8y8B75L04dY45ABg33Z9338XtqHV2N4beCcwGdhQ0g7t+CsdhhcREdFXsictIkYcSbtSCdg4quX+hsBZwFrUMOZ1gYds79NVjEPFwDLPNh9urt7cM0lbAt8DngBWS6IWERExZ2RPWkSMGK3d/ltbm/3pVCfHa4EJtu8G7pa0AbA9sFd7T1/vRQO2l3ReG1htYIakUcDMNsB6MUnvt/1KmoVERETMGX1f4hMRI8qqwPqSlrb9Q9trAj8EdpJ0QLtmE+Bc2w+3pKNvEzRJy1EdL98x8HivQciAEsjftP8mQYuIiJgDUu4YESNC60S4FjAGmAJMtv2Hdm4VqvxxdWAUsFYSjiLpKOBe2ye0OY+9BC2rZhERER1JkhYRw56k0cA2wAxgT2rg8ovAXcBPBuyx2pTqWHh1vyYhA+acrUP9fpYGPmf7o6+5bizwpO2nu4gzIiKin2VPWkQMay3Z2I1aPRMwFRgPrATsDFwoaQvgYeDSfp/z1RK00dS+vDHAVcBoSeOBp6imKksBo4HtgCRpERERc1j2pEXEcHcHcDcwCVgHOMn288DywLuAA4GPUytoKR0o04EfAFdTJaDLAZ9u534JHATsZfu+1vExIiIi5qCUO0bEsCbpPcBiVLnjS7b3lzQ/cB1wPJWMjLL9Qodhdu61XSwljbI9Q9JqwObACsAfgTNsT/5L74uIiIjZLytpETFsSVoEWIZK0t4NnNBOfYEqe1wA2AJ4uYv4hpIBs9DWk3QccI6ki6lGKkcBZwILAsdLWv2174uIiIg5J3vSImI4WwR4O/AAcA2wQNujti7wMWAh4ItUI5F7uwqya70mKZL2AD4CXAocC3wCuBg43faBku4DVrR9Y4fhRkRE9L0kaRExnE0GXqKSjheoRhfztz8zgLcCG9ju5wRNLUGbGzgA2NP2de30OEnHA6dIWt/2VZImDXhfVtEiIiI6kHLHiBh2JL1J0hq2/wt4DzDW9s+BI4DTgD2AragW89u194zqKNxODUi0jgGe6yVokuaVNNr2w8CNwD8NvD4JWkRERHeSpEXEcLQ68FVJxwDzATcB2J4K7Eg1DdmwNcC4vp2b0VGsQ8VEYDVJF0hayvbLtqe1cz8F5pc0T4fxRURERJMkLSKGHdtXAXtTs9HeDXxmwOlxwNnAgynZe5Xt06gy0IeBSS3B7fkM1RlzelruR0REdC9JWkQMK5JOlPRx25NtHw7sCiws6VRJW7cVs6lUxV4StAFsz7S9JzXoe01Jj2HSuScAAAFTSURBVEg6AlgD+Fy30UVERERP5qRFxLAiaVXgcOAV4Cu2b2jHtwU+BLyRGmS9vu1ns5r2l0naBvgeMN72cb3ZaV3HFRER0e+SpEXEsDFgAPPRwFLAwsBtVLL2uKSFqKHWT9m+qNd6vsuYIyIiIv5aKXeMiGGjJWhrAavb/rDtDwD3A9dI2t/2VNun276oXZ8E7X8h+9AiIiKGlqykRcSwImkN4M22fz3g2MnAksBiwGbAYylxjIiIiOEqw6wjYlix/fvea0nz2J4OPEsNasb2o13FFhERETEYkqRFxLDVWsYvAawJPGD7xTQKiYiIiOEu5Y4RMexJWtz2lCRoERERMRIkSYuIiIiIiBhC0t0xIiIiIiJiCEmSFhERERERMYQkSYuIiIiIiBhCkqRFREREREQMIUnSIiIiIiIihpAkaREREREREUNIkrSIiIiIiIgh5L8BusTk3CYfDB0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "score_p = score_p.head(20)\n",
    "xticks_list = score_p.index\n",
    "x_list = range(len(xticks_list))\n",
    "y_list = score_p.values\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.bar(x_list,y_list)\n",
    "plt.xticks(x_list,xticks_list,rotation=60)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 出书多的作者\n",
    "author_goupy=bookdf.groupby([\"作者\"])\n",
    "book_count = author_goupy[\"书名\"].size()\n",
    "book_count.sort_values(ascending=False,inplace=True)\n",
    "book_count = book_count.head(20)\n",
    "xticks_list = book_count.index\n",
    "x_list = range(len(xticks_list))\n",
    "y_list = book_count.values\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.bar(x_list,y_list)\n",
    "plt.xticks(x_list,xticks_list,rotation=60)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 评分与评论数量这间是否存在某种关系\n",
    "bookdf[[\"评论数\"]] = bookdf[[\"评论数\"]].apply(pd.to_numeric)\n",
    "score_data = bookdf.groupby('评分') # 评分分组，计算评论数平均值\n",
    "comment_data = score_data[\"评论数\"].mean()\n",
    "comment_data.sort_values(ascending=True)# 按评分升序排序\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.xticks(rotation=60)\n",
    "plt.plot(comment_data.index,comment_data.values)\n",
    "plt.show()\n",
    "# 结论：评论数随评分的增高而增多\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
